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26. GENESIS Object Reference

26.1 Ca_concen

Object Type:    Ca_concen

Description:    Single pool model for Ca concentration.

Author:         M. Wilson, Caltech (2/89)

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  Ca_concen_type  [in src/segment/seg_struct.h]

Size:           112 bytes

Fields:         tau             time constant of decay
                Ca_base         resting (base level) concentration
                B               equals 1/(ion_charge * Faraday * volume)
                Ca              Resulting concentraton of Ca++ ions
                C               Intermediate result, Ca - Ca_base
                thick           Holds thickness of shell (used by readcell)

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       CaConcen  [in src/segment/Ca_concen.c]

Classes:        concentration segment

Actions:        INIT
                PROCESS
                RESET
                CHECK
                SAVE2
                RESTORE2

Messages:       I_Ca  Ik              Receives ionic current Ik from a channel
                BASE  Ca_base         Sets Ca_base with a message
                fI_Ca Ik fraction     Receives fractional current Ik*fraction
                INCREASE  delta_Ik    Add delta_Ik to incoming current
                DECREASE  delta_Ik    Subtract delta_Ik from incoming current

------------------------------------------------------------------------------

Notes:          Single shell model for Ca concentration.
                Solves  dC/dt = B*Ik - C/tau.
                Ca = Ca_base + C.

                In SI units, where concentration is moles/m^3
                (milli-moles/liter) and current is in amperes, theory gives B
                = 5.2e-6/(shell volume).  In practice, B is a parameter to be
                fitted or estimated from experiment, as buffering, non-uniform
                distribution of Ca, etc., will modify this value.  If thick =
                0, the readcell routine calculates B by dividing the "density"
                parameter in the cell parameter file by the volume of the
                compartment.  Otherwise, it scales as a true shell, with the
                volume of a shell having thickness thick.  A negative value of
                the "density" parameter may be used to indicate that it should
                be taken as an absolute value of B, without scaling.  

Example:        see Scripts/burster
See also: readcell

26.2 Kpores

OBJECT                          KPORES                  3/14/92 (AS)

DESCRIPTION:
    Simulates a population of potassium ion channel proteins (pores)
    embedded in a patch of membrane over an isopotential region.  Each
    individual pore undergoes standard Markov kinetics through a five state
    scheme:

              4an->        3an->        2an->         an->
        [n0]---------[n1]---------[n2]---------[n3]---------[n4]
              <-bn         <-2bn        <-3bn        <-4bn

        where [n4] = Open State and an and bn have voltage dependencies 
        given by:

        an = (alpha_A + alpha_B*Vk)/(alpha_C + exp((alpha_D+Vk)/alpha_F))

        bn = (beta_A + beta_B*Vk)/(beta_C + exp((beta_D+Vk)/beta_F))

        The total population of pores is given by Nt.
        The total number of pores within each of the five stable states
        at any given iteration is given by n0, n1, n2, n3, n4, respectively.
        The total number of pores in the open stable state is given
        by No = n4.
        The open state conductance of a pore is given by Gmax.
        The effective conductance for the population of pores at any
        given iteration is then Gk = Gmax*No.

SPECIFICATIONS:
    FUNCTION            KPorePop()
    DATA STRUCTURE      K_pore_type
    CLASS               segment membrane
    SIZE                ?? bytes
    AUTHOR              A. Strassberg Caltech 3/92

ACTIONS:
    CHECK       null
    RESET       sets initial distribution of pores into the various stable
                states based upon the equilibrium solutions to the Markov
                matrix for given Vk.
    PROCESS     updates the distribution of the stable states of the
                population based upon the rate constants an and bn, derived
                from the current transmembrane voltage Vk.
    INIT        null

MESSAGES:
    VOLTAGE     sends transmembrane voltage Vk to the population of pores.
                This Vk is used to update the state distribution after each
                iteration.

FIELDS:
    See DESCRIPTION

RELATED COMMANDS/TOPICS:
    Napores

ERROR MESSAGES:

BUGS:

NOTES:
    See Strassberg and DeFelice, 1993, Neural Computation 5:6
    and the demonstration scripts in Scripts/examples/pore

26.3 Mg_block

Object Type:    Mg_block

Description:    Implementation of voltage- and [Mg]-dependent
                blocking of a channel.

Author:         E. De Schutter, Caltech (11/90)

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  Mg_block_type  [in src/segment/seg_struct.h]

Size:           120 bytes

Fields:         Ik              blocked value of current
                Gk              blocked value of current
                Ek              blocked value of current k
                Zk              charge; may also be used as
                                {charge / relative fraction of I},
                                e.g. 2/(Ica/Itot) -> msg to difpool
                KMg_A           A-factor K(v) in eq'n for Mg block reaction
                KMg_B           B-factor K(v) in eq'n for Mg block reaction
                CMg             [Mg] in mM

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       MgBlock  [in src/segment/Mg_block.c]

Classes:        segment channel

Actions:        INIT            [INIT does nothing]
                PROCESS
                RESET
                CHECK

Messages:       VOLTAGE Vm              voltage from the compartment
                CHANNEL Gk Ek           unblocked Gk and Ek from compartment
                CHANNEL1 Gk
                CHANNEL2 Gk Ek
                CHARGE Zk

------------------------------------------------------------------------------

Notes:          An Mg_block element may be interposed between a synaptically
                activated channel (a synchan or hebsynchan) and a compartment. 
                This calculates a blocked value of Gk that is reduced from
                the incoming Gk by a factor of A/(A + [Mg]*exp(-Vm/B)).

                The example below puts this in the form of the Zador, Koch,
                and Brown equation [Proc. Natl. Acad. Sci. USA 10:6718-6722
                (1990)], with A = 1/eta and B = 1/gamma.

Example:

    float CMg = 2                       // [Mg] in mM
    float eta = 0.33                    // per mM
    float gamma = 60                    // per Volt
    create      synchan               {compartment}/{channel}
    setfield         ^ \
                Ek                      {Ek} \
                tau1                    {tau1} \
                tau2                    {tau2} \
                gmax                    {gmax}
    create Mg_block {compartment}/{channel}/block
        setfield         ^ \
                CMg                     {CMg} \
                KMg_A                   {1.0/eta} \
                KMg_B                   {1.0/gamma}
    addmsg   {compartment}/{channel} {compartment}/{channel}/block \
                CHANNEL Gk Ek
    addmsg   {compartment}/{channel}/block {compartment} CHANNEL Gk Ek
    addmsg   {compartment}   {compartment}/{channel}/block VOLTAGE Vm
    // Even though the channel current isn't used, CHECK expects this message
    addmsg   {compartment}   {compartment}/{channel} VOLTAGE Vm
See also: synchan

26.4 Napores

OBJECT                          NAPORES                 3/14/92 (AS)

DESCRIPTION:
    Simulates a population of sodium ion channels proteins (pores) embedded
    in a patch of membrane over an isopotential region.  Each individual pore
    undergoes standard Markov kinetics through an eight state scheme:

                  3am->                 2am->                 am->
        [m0h1]---------------[m1h1]---------------[m2h1]---------------[m3h1]
          |       <-bm         |       <-2bm        |        <-3bm       |
          |                    |                    |                    |
       /\ |                 /\ |                 /\ |                 /\ |
       ah | bh              ah | bh              ah | bh              ah | bh
          | \/                 | \/                 | \/                 | \/
          |                    |                    |                    |
          |       3am->        |        2am->       |         am->       |
        [m0h0]---------------[m1h0]---------------[m2h0]---------------[m3h0]
                  <-bm                 <-2bm                 <-3bm

    where [m3h1] = Open State and am, bm, ah and bh have voltage
    dependencies given by:

    am = (malpha_A + malpha_B*Vk)/(malpha_C + exp((malpha_D+Vk)/malpha_F))

    bm = (mbeta_A + mbeta_B*Vk)/(mbeta_C + exp((mbeta_D+Vk)/mbeta_F))

    ah = (halpha_A + halpha_B*Vk)/(halpha_C + exp((halpha_D+Vk)/halpha_F))

    bh = (hbeta_A + hbeta_B*Vk)/(hbeta_C + exp((hbeta_D+Vk)/hbeta_F))

    The total population of pores is given by Nt.  The total number of pores
    within each of the eight stable states at any given iteration is given by
    m0h0, m1h0, m2h0, m3h0, m0h1, m1h1, m2h1, and m3h1, respectively.  The
    total number of pores in the open stable state is given by No = m3h1.
    The open state conductance of a pore is given by Gmax.  The effective
    conductance for the population of pores at any given iteration is then
    Gk = Gmax*No.

SPECIFICATIONS:
    FUNCTION            NaPorePop()
    DATA STRUCTURE      Na_pore_type
    CLASS               segment membrane
    SIZE                ?? bytes
    AUTHOR              A. Strassberg Caltech 3/92

ACTIONS:
    CHECK       null
    RESET       sets initial distribution of pores into the various stable
                states based upon the equilibrium solutions to the Markov
                matrix for given Vk.
    PROCESS     updates the distribution of the stable states of the
                population based upon the rate constants an and bn, derived
                from the current transmembrane voltage Vk.
    INIT        null

MESSAGES:
    VOLTAGE     sends transmembrane voltage Vk to the population of pores.
                This Vk is used to update the state distribution after each
                iteration.

FIELDS:
    See DESCRIPTION

RELATED COMMANDS/TOPICS:
    Kpores

ERROR MESSAGES:

BUGS:

NOTES:
    See Strassberg and DeFelice, 1993, Neural Computation 5:6
    and the demonstration scripts in Scripts/examples/pore

26.5 PID

Object Type:    PID

Description:    PID (proportional, integral, derivative) feedback controller

Author:         M. Nelson, Caltech (4/89)

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  PID_type  [in src/user/user_struct.h]

Size:           144 bytes

Fields:         cmd          inputs the command (desired) value of sns
                sns          inputs the sensed (measured) value
                output       = gain*(e + tau_d*de/dt + 1/tau_i * e_integral)
                gain         determines the sensitivity of the controller
                tau_i        integration time constant, typically = dt
                tau_d        derivative time constant, typically = dt/4
                saturation   sets permissible range of output
                e            internal variable (error = cmd-sns)
                e_integral   internal variable (integral of e dt)
                e_deriv      internal variable
                e_previous   internal variable

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       PIDcontroller  [in src/user/PID.c]

Classes:        device

Actions:        INIT
                PROCESS 
                RESET

Messages:       CMD command
                SNS sense
                GAIN gain

------------------------------------------------------------------------------

Notes:

The PID is used for feedback control of dynamical systems.  For example, in
a voltage clamp circuit it is used with a pulsegen, RC, and diffamp device
to provide the required injection current to maintain the membrane voltage
at the desired level.  The RC-filtered command voltage is scaled by the
diffamp and then presented to the PID with a CMD message.  The output is
sent to a compartment with an INJECT message, and the resulting Vm in the
compartment is fed back to the PID with a SNS message.  A higher gain gives
a better clamp, but requires a smaller integration time step to avoid
numerical instability.

For more information on PID controllers see: Franklin, Powel, Emami-Naeini
(1986) "Feedback Control of Dynamic Systems", Addison-Wesley, pp. 99-106.

Example:        Scripts/squid/squid_electronics.g

See also:       

26.6 RC

Object Type:    RC

Description:    A series resistance R, shunted by a capacitance C.

Author:         M. Wilson, Caltech (6/88)

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  RCunit_type  [in /usr/genesis/src/segment/seg_struct.h]

Size:           96 bytes

Fields:         V0      initial value of "state" (set on RESET)
                R       series resistance
                C       shunting capacitance
                state   output value
                inject  input value

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       RC_Unit  [in src/segment/rcunit.c]

Classes:        segment

Actions:        CHECK  PROCESS  RESET

Messages:       INJECT inject (input-value)

------------------------------------------------------------------------------

Notes:          

An RC element is often used as a low-pass filter, as with a voltage clamp
circuit, in order to prevent a step change in the command voltage from
causing numerical instabilities.

Example:        Scripts/squid/squid_electronics.g

See also:       

26.7 asc_file

Object Type:    asc_file

Description:    

The asc_file object is used to write data to a file in ASCII format.  A new
line is written at every time step of the clock which is assigned.  Unless
the notime flag is set, the first item on each line is the simulation time.
Each SAVE message which is received adds another item to the line.

Author:         M. Wilson, Caltech (4/89)

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  ascfile_type  [in src/out/out_struct.h]

Size:           88 bytes

Fields:
                filename        data file name to be written
                fp              data file pointer
                is_open         flag: is file currently open?
                initialize      flag: has file been initialized?
                leave_open      flag: leave file open? 1 leaves the file open
                                all the time so you can write on it whenever
                                you want (a good idea if the file is used
                                frequently, but there is a limit to number of
                                files that can be left open at any time);
                                0 closes the file after every write to it
                                (only useful if you have more than 30 files;
                                this is slow)
                append          flag: append data after resetting?
                flush           flag: flush data to disk at each interval?
                                1 forces program to send data to the disk at
                                once and not store it in a buffer (slow but
                                secure); 0 (default) writes data in a buffer
                                (fast)
                notime          flag: if non-zero, don't output the time

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       AscFileOutput  [in src/out/out_ascfile.c]

Classes:        output

Actions:        RESET  PROCESS  DELETE  SAVE  FLUSH  OUT_OPEN  OUT_WRITE

Messages:       SAVE data

------------------------------------------------------------------------------

Notes:

If the filename field is not set, the output file will be given the same
name as the element which is created from the asc_file object.

When the append flag is zero, a reset will close and reopen the file,
setting the file pointer at the begining, effectively creating a new file
if the simulation is stepped again.  When the append flag is set to a
non-zero value, additional steps after a reset will be appended to the
file.  The OUT_WRITE action may be called to write any string to the file.
The OUT_OPEN command is used to manually initialize the file for writing,
and must be called before calling OUT_WRITE.  In append mode, it must be
called after changing the filename to a new output file name, or renaming
an existing one.

For binary data, use disk_out.

Example:        

    create asc_file /out
    setfield /out    flush 1    leave_open 1    append 1
    setclock 1 0.001
    useclock /out 1
    // Assume the existence of /cell/soma to provide output
    addmsg       /cell/soma     /out       SAVE Vm
    setfield /cell/soma inject 0
    step 0.1 -t
    // append the results of a new run with different injection
    setfield /cell/soma inject 0.1e-9
    reset
    step 0.1 -t
    // now do yet another injection with output to a different file
    setfield /out filename out2
    call /out OUT_OPEN
    call /out OUT_WRITE "Run #2"        // Write a header
    setfield /cell/soma inject 0.2e-9
    reset
    step 0.1 -t
See also: disk_out , disk_in

26.8 autocorr

Object Type:    autocorr

Description:    Computes the auto-correlation of a spike train
                A histogram containing the count of
                events for each bin is constructed.

Author:         D. Jaeger, Caltech (9/92)
                revised for Genesis v2.2 11/99

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  doac_type  [in genesis/src/device/spike_struct.h]

Size:           100 bytes

Fields:         num_bins        (int) number of bins in histogram
                binwidth        (float) binwidth in sec
                reset_mode      (int) 0 or 1    
                threshold       (float) input amplitude triggering spike event
                *acarray        (int)   histogram array containing data
                nospks          (int) number of spikes from source
                *sptimes        (float) array of spike times from source
                curridx         (int) internal indexing
                calcidx         (int) internal indexing
                maxspikes       (int) internal boundary condition
                wintime         (float) internal boundary condition
                dont            (int) internal condition
                allocated       (int) internal condition

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       Doac  [in genesis/src/device/acxc.c]
Classes:        datanal

Actions:        PROCESS         update *sptimes, *acarray, nospks
                RESET           if reset_mode = 0, empties *sptimes but not
                                        *acarray
                                if reset_mode = 1, empties *sptimes and
                                        recreates *acarray

Messages:       SPIKE : signal amplitude from source 

------------------------------------------------------------------------------

Notes:
                User must setfield num_bins and binwidth (in sec) so
        that a data array is created on RESET. The input is assumed to
        cross the amplitude given in the threshold field only for one 
        timestep to generate a spike. Vm is not to be used as an input field.
        Valid inputs may be derived from random, neutral or spike objects.
                An internal spike time buffer is set up for a maximal
        spike rate of 1000 events / second. A greater density of spikes
        will lead missed events in the histogram. 
                The auto-corrlation histogram is updated with each timestep.
        However, the first results will only be available after the
        simulation time has reached the value of num_bins * binwidth.
        This is due to the fact that any spike needs to be correlated
        with other spikes across a time window of this duration.
                The data are stored in *acarray and can be accessed with
        a getfield command (see example). 

Example:        

create autocorr /ac
setfield ^ binwidth 0.002 num_bins 200 threshold 0.5

/* this example uses random object for input */
create random /input
setfield ^ min_amp 1 max_amp 1 rate {in1_rate} reset 1 reset_value 0
addmsg /input1 /ac SPIKE state

/* To display data on a graph, use this function after creating the graph */
function plotac(source, dest, pname, color)
    str source,dest,color
    int maxbin
 
    int i,barval
 
    maxbin = {getfield {source}, num_bins}
    setfield {dest} xmax {maxbin}
    call {dest} RESET
 
    for(i=0; i < maxbin; i = i + 1)
        barval = {getfield {source}, acarray[{i}]}
        addpts {dest} -plotname {pname} -color {color} {i} 0
        addpts {dest} -plotname {pname} -color {color} {i} {barval}
        addpts {dest} -plotname {pname} -color {color} {{i}+1} 0
    end
end
See also: crosscorr , interspike , peristim , Scripts/examples/spike/spikes.g

26.9 calculator

Object Type:    calculator

Description:    Adds, subtracts, multiplies, and divides using messages.

Author:         Erik De Schutter, BBF-UIA 6/98

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  calc_type [in src/device/dev_struct.h]

Size:           100 bytes

Fields:         output          computed value
                resetclock      clock # used to reset output value (default 0)
                output_init     value of output after reset (default 0)
                
------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       CalculatorFunc [in src/device/calculator.c]

Classes:        device

Actions:        RESET  PROCESS  DELETE  CREATE

Messages:       SUM         number
                SUBTRACT    number
                MULTIPLY    number
                DIVIDE      number

------------------------------------------------------------------------------

Notes:

The calculator is often used to sum multiple inputs.  For example, the
total channel current in a cell could be calculated with:

    foreach s ({el /cell/##[CLASS=channel]})
        addmsg {s} /calculator_element SUM Ik
    end

With the resetclock default of clock 0, the calculator is reinitialized to
output_init (default 0) at every time step, so that it may calculate a new
value of the sum from incoming messages at each time step.  If resetclock is
set to a clock with a longer time step, then operations are performed on
the previous output, until it is time to reset the output to output_init.
The example below uses a resetclock with a longer time step in order to
generate a periodic ramp output.

Example:

create xform /data
create xgraph /data/calculator
create xbutton /data/RESET -script reset
create xbutton /data/RUN -script "step 100"
create xbutton /data/QUIT -script quit
xshow /data

// Create a ramp generator by summing a constant input
// The length of the ramp is given by the resetclock

setclock 0 1.0
setclock 1 25.0
create neutral /source
setfield /source x 4
create calculator /source/ramp
setfield /source/ramp resetclock 1

addmsg /source /source/ramp SUM x
addmsg /source/ramp /data/calculator PLOT output *output *red
addmsg /source /data/calculator PLOT x *input *blue
reset

See also:       

26.10 compartment

Object Type:    compartment

Description:    Axially asymmetric compartment. Ra is located on
                one side of the compartment. This is slightly more
                computationally efficient than the symmetric counterpart.

Author:         M. Wilson, Caltech (6/88)

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  compartment_type  [in src/segment/seg_struct.h]

Size:           124 bytes

Fields:         Rm              total membrane resistance
                Cm              total membrane capacitance
                Em              membrane resting potential
                Ra              axial resistance
                inject          injected current in membrane
                dia             compartment diameter
                len             compartment length              
                Vm              voltage across the membrane
                previous_state  Vm at previous time step
                Im              approximation to the total membrane current
                initVm          initial value to set Vm on reset

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       Compartment  [in src/segment/compartment.c]

Classes:        segment
                membrane

Actions:        INIT            assign previous_state = Vm
                PROCESS         update Vm, calculate Im
                RESET           assign Vm = Em
                CHECK           make sure Rm>0, Cm>0, 
                                Ra'>0 (if RAXIAL message is present), 
                                Ra>0 (if AXIAL message is present)
                SAVE2
                RESTORE2

Messages:       CHANNEL Gk Ek   delivers the conductance and equilibrium
                                potential of channel within the compartment
                RAXIAL Ra Vm    delivers the Ra and Vm of a compartment
                AXIAL Vm        delivers the Vm of a compartment
                INJECT inject   sets the inject field to the message value
                EREST Em        sets the Em  field to the message value

------------------------------------------------------------------------------

Notes:          Simulates a section of passive membrane or cable. The
                potential across the membrane is given by Vm. There is a
                leakage path for current through the resistance Rm. This
                resistance is in series with a leakage battery Em. This
                compartment can be coupled to other compartments with an axial
                resistance Ra.  The compartment is not symmetrical, with Ra
                lumped to one side of the compartment.  Any number of ionic
                channels can be introduced into the membrane (Gk, Ek in the
                circuit diagram).  The membrane also allows current
                injection.

                The compartment Im is the sum of axial currents and injected
                current only.  The (transmembrane) channel currents or the
                leakage current are not included.  For a multicompartment
                cell, under a quasistatic approximation (C*dV/dt is small), Im
                is approximately equal to the sum of the channel and leakage
                currents, due to charge conservation.  This approximation is
                used in the efield object (see efield.doc) to allow Im to be
                used to calculate external field potentials.  The exception to
                this is when Im is calculated with hsolve in chanmode 4.  In
                that case, Im is directly calculated as the sum of the channel
                currents and leakage current though Rm.

                When a compartment performs its RESET action (usually
                invoked by the reset command), Vm is set to the value of the
                initVm field.  Normally, initVm follows any changes to Em,
                so Vm will be initialized to Em upon reset.  If, as in the
                Hodgkin-Huxley model, Em is a leakage potential that is
                different from the rest potential, initVm may be set to the
                rest potential.  It will then no longer follow Em, and Vm
                will be set to the rest potential upon reset.
                
                Calculates Vm using:
                
                    dVm/dt = {(Em - Vm)/Rm + SUM[(Ek - Vm)*Gk] + 
                        (Vm' - Vm)/Ra' + (Vm'' - Vm)/Ra + inject}/Cm

                In the diagram, the compartment shown in the middle
                receives the Vm' and Ra' of the upper compartment with
                an RAXIAL message, and the Vm'' of the lower compartment
                with an AXIAL message.  Channels deliver their Gk and Ek
                with a CHANNEL message.

                    Vm'
                   o_________________________________________________
                   |                |             |        |        |
                   \
                   /  Ra'
                   \
                   | 
                   |
                   | Vm
                   o_________________________________________________
                   |                |             |        |        |
                   \                |             |        |        |
                   /  Ra            \             \        |        |
                   \              --/-->          /        |     ___|___
                   |             Gk \        Rm   \       / \    _______ Cm
                   |                |             |      / A \      |
                   |                |             |      \ | /      |
                   |         Ek    ---       Em  ---      \ /       |
                   |             -------       -------     | Iinject|
                   |                |             |        |        |
                   |                |_____________|________|________|
                   |
                   | Vm''
                   o_________________________________________________
                   |                |             |        |        |

Example:        
See also: symcompartment

26.11 concchan

Object Type:    concchan

Description:    Concentration-driven membrane channel. Equivalent
                to 1-D diffusion of molecules across a membrane. The
                concchan, like the enzyme, is a property of a pool and so
                each concchan should be attached to a pool which specifies
                the number of concchans.

Author:         U. S. Bhalla MSSM Aug/93

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  [in src/kinetics/kin_struct.h]

Size:           124 bytes

Fields:
                A, B            Internal state variables, used to
                                communicate with pools. A represents
                                increase in the pool n, B is the decrease.
                perm            Permeability
                gmax            conductance (not currently used)
                n               number of concchans
                Vm              potential across channel (not currently used)
                use_nernst      flag (not currently used)

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       [in src/kinetics/concchan.c]

Classes:        segment

Actions:        SET  PROCESS  RESET

Messages:
                SUBSTRATE   n vol  Number of molecules in substrate pool
                PRODUCT     n vol  Number of molecules in product pool
                NUMCHAN     n      Number of concchans specified by pool
                Vm          Vm     Sets the Vm field (not currently used)

------------------------------------------------------------------------------

Notes:          The concchan allows the substrate and product pools to diffuse

                back and forth.  The state variables A and B are used in the
                return messages to the substrates and products.  (However the
                roles of A and B are reversed for the product pools).

                If there are both substrate and product pools (as evidenced by
                having both a SUBSTRATE and a PRODUCT message to the
                concchan), the SUBSTRATE message calculates conc1 = n/vol, and
                PRODUCT calculates conc2 = n/vol.  Here, n/vol represents the
                density of molecules in the pool, not the density of conchans.
                Then A and B are set to

                        A = conc2 * perm * n
                        B = conc1 * perm * n

                where n is the number of concchans.

Example:        // numerically attach the chan to the pool
                addmsg {pool} {chan} NUMCHAN n
                // Attaches the pool to the chan as a substrate
                addmsg {chan} {pool} REAC A B
                addmsg {pool} {chan} SUBSTRATE n vol

                // Attaches the pool to the chan as a product
                addmsg {chan} {pool} REAC B A
                addmsg {pool} {chan} PRODUCT n vol
See also: pool

26.12 concpool

Object Type:    concpool

Description:    A "well-mixed" concentration pool without diffusion that can
                have miscellaneous in/out flows (when coupled to other
                objects).  It has better controls over size/volume than
                Ca_concen and does not include its own equilibration
                mechanisms.

Author:         E. De Schutter BBF-UIA 4/94 - 3/99

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  concpool_type [in src/concen/conc_struct.h]

Size:           132 bytes

Fields:         C               concentration (calculated by concpool) in mM
                prev_C          concentration at previous time step
                Ceq             equilibrium concentration in mM
                val             ionic valence
                leak            constant in/outflow in mM/sec
                shape_mode      Set to one of the predefined global variables
                                SHELL=0, SLICE=SLAB=1, TUBE=2, USERDEF=3.

                    SHELL: onion shell. Set len for cylindrical shell (zero
                    length for spherical shell), dia (outer diameter of shell)
                    and thick (thickness of shell); vol, is computed on RESET.

                    SLICE (or SLAB): salami slices of cylinder.  Set dia
                    (diameter of cylinder) and thick (thickness of slab), len
                    is not used; vol is computed on RESET.

                    TUBE: a cylinder with diameter dia and length len.  For
                    concpools inside a difshell: make dia negative in the
                    prototype; readcell will scale len so as to obtain an
                    appropriate change in vol relative to the difshell.

                    USERDEF: len, dia, thick are not used. Set vol field
                    to desired pool volume.

                len             shell length
                dia             shell diameter
                thick           shell thickness
                vol             shell volume

-----------------------------------------------------------------------
SIMULATION PARAMETERS

Function:       ConcPool [in src/concen/concpool.c]

Classes:        concentration segment

Actions:        RESTORE2  SAVE2  CHECK  RECALC  RESET  PROCESS  INIT

Messages:       CONCEN      C             (sets C with a message)
                STOREINFLUX flux          (flux into store in moles/sec;
                                          increases C)
                STOREOUTFLUX flux         (flux out of store in moles/sec;
                                          decreases C)
                BUFFER kBf kBb Bfree Bbound (fields sent from a buffer,
                                                    e.g. a fixbuffer)
                HILLPUMP    vmax Kd Hill  (sent from a hillpump; setting
                                           Hill=1 is equivalent to an
                                           MMMPUMP message from an mmpump)

------------------------------------------------------------------------------

Notes:

Unlike the difshell, the concpool provides a single shell model of a
"well-mixed" concentration pool without diffusion between shells.  As it can
also couple to buffers and pumps, it provides for multiple mechanisms for
calcium removal and has better controls over size/volume than the Ca_concen.

The buffers (e.g, fixbuffer) interact with a difshell or concpool to model the
binding of calcium to buffer molecules and to calculate the concentrations of
free and bound ions using a kinetic scheme with forward and backward rate
constants for the binding and release of calcium.  The BUFFER message from a
buffer passes on the rate constants and the calculated free and bound
concentrations so that the concpool may calculate the resulting ion
concentration C.  Details of the fields that are passed to the concpool with
messages from buffers and the hillpump are provided in the documentation for
these objects.

For a general description of buffered calcium diffusion see:  De Schutter E.,
and Smolen P., "Calcium dynamics in large neuronal models", in Methods in
neuronal modeling: From ions to networks (2nd edition), C. Koch and I. Segev
editors, pp. 211-250 (1998).

Example:
See also: difshell , fixbuffer , hillpump

26.13 crosscorr

Object Type:    crosscorr

Description:    Computes the cross-correlation between two trains of
                spike events. A histogram containing the count of
                events for each bin is constructed.

Author:         D. Jaeger, Caltech (9/92)
                revised for Genesis v2.2 11/99

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  doxc_type  [in genesis/src/device/spike_struct.h]

Size:           116 bytes

Fields:         num_bins        (int) number of bins in histogram
                binwidth        (float) binwidth in sec
                reset_mode      (int) 0 or 1    
                threshold       (float) input amplitude triggering spike event
                *xcarray        (int)   histogram array containing data
                no1spks         (int) number of spikes from source 1
                no2spks         (int) number of spikes from source 2
                *sp1times       (float) array of spike times from source 1
                *sp2times       (float) array of spike times from source 2
                curr1idx        (int) internal indexing
                curr2idx        (int) internal indexing
                calc1idx        (int) internal indexing
                calc2idx        (int) internal indexing
                maxspikes       (int) internal boundary condition
                wintime         (float) internal boundary condition
                dontnow         (int) internal condition
                allocated       (int) internal condition

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       Doxc  [in genesis/src/device/acxc.c]
Classes:        device

Actions:        PROCESS         update *spktimes, *xcarray, nospks
                RESET           if reset_mode = 0, empties *spktimes but not
                                        *xcarray
                                if reset_mode = 1, empties *spktimes and
                                        recreates *xcarray

Messages:       XSPIKE : signal amplitude from source 1 
                YSPIKE : signal amplitdue from source 2 

------------------------------------------------------------------------------

Notes:
                User must setfield num_bins (only even number of bins
        are allowed) and binwidth (in sec) so that a data array
        is created on RESET. The input is assumed to cross the amplitude
        given in the threshold field only for one timestep to generate
        a spike. Vm is not to be used as an input field. Valid inputs
        may be derived from random, neutral or spike objects.
                An internal spike time buffer is set up for a maximal
        spike rate of 1000 events / second. A greater density of spikes
        will lead to missing events in the histogram. 
                The cross-corrlation table is updated with each timestep.
        However, the first results will only be available after the
        simulation time has reached the value of num_bins * binwidth.
                The data are stored in *xcarray and can be accessed with
        a getfield command (see example). The 0 delay time bin is stored in
        the center of the histogram, i.e. for num_bins = 100, xcarray[49]
        contains the 0 delay time bin.

Example:        

create autocorr /xc12
setfield ^ binwidth 0.002 num_bins 200 threshold 0.5

/* this example uses random object for input */
create random /input1
setfield ^ min_amp 1 max_amp 1 rate {in1_rate} reset 1 reset_value 0     
create random /input2
setfield ^ min_amp 1 max_amp 1 rate {in1_rate} reset 1 reset_value 0

addmsg /input1 /xc12 XSPIKE state
addmsg /input2 /xc12 YSPIKE state

/* To display data on a graph, use this function after creating the graph */
function plotxc(source, dest, color)
    str source, dest, color
    int bins, minbin, maxbin, barval
                
    /*  display *xcarray of doxc element {source} on graph {dest}
         The display could be made nicer than this.  */

    bins = getfield {source}, num_bins
    minbin = -({bins} / 2)
    maxbin = {bins} / 2
    setfield {dest} xmin {minbin} xmax {maxbin}
    call {dest} RESET
    for(i=minbin; i < maxbin; i = i + 1)
         barval = {getfield {source}, xcarray[{{i}+{maxbin}}]}
         addpts {dest} -plotname xcor -color {color} {i} 0
         addpts {dest} -plotname xcor -color {color} {i} {barval}
         addpts {dest} -plotname xcor -color {color} {i} 0
    end
end

------------------------------------------------------------------------------

Notes:
        User must setfield num_bins and binwidth (in sec) so
    that a data array is created on RESET. The input is assumed to
    cross the amplitude given in the threshold field only for one 
    timestep to generate a spike. Vm is not to be used as an input field.
    Valid inputs may be derived from random, neutral or spike objects.
        An internal spike time buffer is set up for a maximal
    spike rate of 1000 events / second. A greater density of spikes
    will lead missed events in the histogram. 
        The cross-corrlation histogram ought to be used with clock 0.
    The first results will only be available after the
    simulation time has reached the value of num_bins * binwidth.
    This is due to the fact that any spike needs to be correlated
    with other spikes across a time window of this duration.
        The data are stored in *xcarray and can be accessed with
    a getfield command (see example). 
See also: autocorr , interspike , peristim , Scripts/examples/spike/spikes.g

26.14 ddsyn

Object Type:    ddsyn

Description:    modified synchan with table front end to transform voltage
                to activation, for dendro-dendritic synapses.  Calculates
                channel current therefore needs membrane state.

Author:         U. S. Bhalla, Caltech (5/91)

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  dd_syn_type  [in src/olf/olf_struct.h]

Size:           164 bytes

Fields:         Gk              channel conductance
                Ik              channel current
                Ek              channel reversal potential
                gmax            maximum conductance
                tau1            open time constant of channel activation
                tau2            close time constant of channel activation
                transf          table for transform from Vm to activation;
                                usual interpolation element with the normal
                                set of fields; set up using TABCREATE, filled
                                by indexing as usual, and interpolated using
                                TABFILL
                activation      channel activation; set either by a table
                                lookup of the transform of the incoming
                                VOLTAGE message or by synaptic input
                transf_alloced  flag for allocation of transform
                X               state variable for time response
                Y               state variable for time response

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       DDSyn  [in src/olf/dd_syn.c]

Classes:        segment, channel

Actions:        INIT
                PROCESS
                RESET
                CHECK
                SET
                DUMP
                SAVE2
                RESTORE2
                TABCREATE
                TABFILL

Messages:       VOLTAGE voltage                 [tells channel what membrane
                                                potential is]

                ACTIVATION activation           [sends activation directly to
                                                channel; sums linearly with
                                                other ACTIVATION input and
                                                transformed V_PRESYN input]

                V_PRESYN presynaptic-voltage    [sends presynaptic voltage to
                                                transform table; sums linearly
                                                at output of table, so
                                                multiple V_PRESYN inputs are
                                                first transformed, then their
                                                activations are summed]

                RAND_ACTIVATION                 [rather than sending direct
                  probability  amplitude        activation signal, specifies
                                                probability (from 0 to 1) that
                                                activation of size amplitude
                                                will occur at synapse (useful
                                                for sending random synaptic
                                                input to synapse)]

------------------------------------------------------------------------------

Notes:          Dendrodendritic synapse with tabulated transform
                from presyn potential to postsyn activation.
                The table for the transform is created using tabcreate
                and is shared with all copies of the element

                The ddsyn element is the equivalent of a synchan element
                with a tabulated transform from input voltage to channel
                activation. This serves as a way of representing
                dendro-dendritic synapses.  The usual fields and messages for
                the synchan element remain available. The table entries are
                filled in the usual ways from the script interface, and can be
                shared between ddsyn elements.

Example:        Here we create a ddsyn channel to act as the synaptic input
                for granule cells in an olfactory bulb model.

                    // for dd, ax, and centrif inputs
                    create      ddsyn   glu_gran_usb
                    call glu_gran_usb TABCREATE 10 -0.070   0.05
                    setfield  glu_gran_usb \
                        Ek          {EGlu} \
                        tau1        4.0e-3 \   // sec
                        tau2        6.0e-3 \   // sec
                        gmax        {GGlu} \   // Siemens
                    // Setting up the table for transforming
                    // from presyn Vm to activation
                        transf->table[0] 0 \
                        transf->table[1] 0.05 \
                        transf->table[2] 0.1 \
                        transf->table[3] 0.2 \
                        transf->table[4] 0.5 \
                        transf->table[5] 0.7 \
                        transf->table[6] 0.8 \
                        transf->table[7] 0.9 \
                        transf->table[8] 0.95 \
                        transf->table[9] 0.98 \
                        transf->table[10] 1
                    call glu_gran_usb TABFILL 1000 0
                                
See also:  Scripts/examples/ddsyn

26.15 dif2buffer

Object Type:    dif2buffer

Description:    Implementation of a first-order diffusible (mobile) buffer
                with variable total buffer concentration.  Should be coupled
                to a difshell, where the change in the concentration of the
                buffered ion is computed.

Author:         E. De Schutter BBF-UIA 8/94 - 4/96

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  dif2buffer_type [in src/concen/conc_struct.h]

Size:           172 bytes

Fields:         activation     ion concentration from incoming CONCEN message
                Bfree          free buffer concentration (calculated) in mM
                Bbound         bound buffer concentration (calculated) in mM
                prev_free      Bfree at previous time step
                prev_bound     Bbound at previous time step
                Btot           total buffer concentration in mM (used on reset)
                kBf            forward rate constant in 1/(mM*sec)
                kBb            backward rate constant in 1/sec
                Dfree          diffusion constant for Bfree in m^2/sec
                Dbound         diffusion constant for Bbound in m^2/sec
                shape_mode     Set to one of the predefined global
                               variables SHELL=0, SLICE=SLAB=1, USERDEF=3.

                    SHELL: onion shell, for radial diffusion. Set len for
                    cylindrical shell (zero length for spherical shell), dia
                    (outer diameter of shell) and thick (thickness of shell);
                    vol, surf_up, and surf_down are computed on RESET.

                    SLICE (or SLAB): salami slices of cylinder, for axial
                    diffusion. Set dia (diameter of cylinder) and thick
                    (thickness of slab), len is not used; vol, surf_up, and
                    surf_down are computed on RESET.

                    USERDEF: len, dia, thick are not used. Set vol, surf_up
                    and surf_down.

                len             shell length
                dia             shell diameter
                thick           shell thickness
                vol             shell volume
                surf_up         area of upper (outer) shell surface
                surf_down       area of lower (inner) shell surface

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       Dif2Buffer [in src/concen/dif2buffer.c]

Classes:        concbuffer segment

Actions:        RESTORE2  SAVE2  CHECK  RECALC  RESET  PROCESS  INIT  

Messages:       CONCEN  C                  (buffered ion concentration, sent
                                           from a difshell or concpool)
                BDIFF_DOWN prev_free prev_bound thick (diffusion to inner shell,
                                           sent from an outer shell)
                BDIFF_UP prev_free prev_bound thick   (diffusion to outer shell,
                                           sent from an inner shell)

------------------------------------------------------------------------------

Notes:

The buffers (e.g, fixbuffer) interact with a difshell to model the binding of
calcium to buffer molecules and to calculate the concentrations of free and
bound buffer molecules, using a kinetic scheme with forward and backward rate
constants for the binding and release of calcium.  Intracellular buffers are
often mobile, and the diffusion of buffer molecules can carry calcium with
them.  This can often make a significant contribution to the transport of
calcium, in addition to the diffusion of free Ca++ ions that is modeled by the
difshell object.  These diffusible buffers can be modeled with the difbuffer
and dif2buffer objects, instead of using the non-mobile fixbuffer.

Like the fixbuffer, the dif2buffer interacts with a difshell to model the
binding of calcium to buffer molecules and to calculate the concentrations of
free and bound buffer molecules using a kinetic scheme with forward and
backward rate constants for the binding and release of calcium.  The rate
constants kBf and kBb are set by the user, and the concentration C is sent
with a CONCEN message from the difshell.  The BUFFER message to a difshell
from a buffer passes on the rate constants and the calculated free and bound
buffer concentrations.

In addition, the dif2buffer acts like a difshell, in the sense that it allows
diffusion between adjacent buffer shells.  However, it is the free and bound
buffer molecules, rather than free ions that are diffusing.  Adjacent buffer
shells are coupled by BDIFF_DOWN and BDIFF_UP messages that are analogous to
the DIFF_DOWN and DIFF_UP messages that link adjacent difshells.  Note that a
dif2buffer should have the same dimensions and shape_mode as the difshell to
which it is coupled.

For the difbuffer, the assumption is made that the diffusion rate for bound
and free buffer molecules is the same (as they are much larger than the Ca
atoms), so there is a single diffusion constant D, and they diffuse together,
with dBbound/dt = -dBfree/dt.  The dif2buffer does not make this assumption,
and treats the diffusion of free and bound molecules separately.  Thus, there
are separate diffusion constants Dfree and Dbound, and the BDIFF_DOWN and
BDIFF_UP messages pass both the previous step Bfree and Bbound values along
with the buffer shell thickness.

NOTE: When using difshell, difbuffer, or dif2buffer elements without hsolve
(or in chanmodes 0 or 1), it will be necessary to issue two reset commands
after setting up the simulation.

For a general description of buffered calcium diffusion see:
De Schutter E., and Smolen P., "Calcium dynamics in large neuronal
models", in Methods in neuronal modeling: From ions to networks
(2nd edition), C. Koch and I. Segev editors, pp. 211-250 (1998).

Example:
See also: difshell , difbuffer , fixbuffer

26.16 difbuffer

Object Type:    difbuffer

Description:    Implementation of a first-order diffusible (mobile) buffer
                with constant total buffer concentration.  Should be coupled
                to a difshell, where the change in the concentration of the
                buffered ion is computed.

Author:         E. De Schutter BBF-UIA 8/94 - 6/96

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  difbuffer_type [in src/concen/conc_struct.h]

Size:           168 bytes

Fields:         activation     ion concentration from incoming CONCEN message
                Bfree          free buffer concentration (calculated) in mM
                Bbound         bound buffer concentration (calculated) in mM
                prev_free      Bfree at previous time step
                prev_bound     Bbound at previous time step
                Btot           total buffer concentration in mM (free + bound)
                kBf            forward rate constant in 1/(mM*sec)
                kBb            backward rate constant in 1/sec
                D              diffusion constant of buffer molecules, m^2/sec
                shape_mode     Set to one of the predefined global
                               variables SHELL=0, SLICE=SLAB=1, USERDEF=3.

                    SHELL: onion shell, for radial diffusion. Set len for
                    cylindrical shell (zero length for spherical shell), dia
                    (outer diameter of shell) and thick (thickness of shell);
                    vol, surf_up, and surf_down are computed on RESET.

                    SLICE (or SLAB): salami slices of cylinder, for axial
                    diffusion. Set dia (diameter of cylinder) and thick
                    (thickness of slab), len is not used; vol, surf_up, and
                    surf_down are computed on RESET.

                    USERDEF: len, dia, thick are not used. Set vol, surf_up
                    and surf_down.

                len             shell length
                dia             shell diameter
                thick           shell thickness
                vol             shell volume
                surf_up         area of upper (outer) shell surface
                surf_down       area of lower (inner) shell surface

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       DifBuffer [in src/concen/difbuffer.c]

Classes:        concbuffer segment

Actions:        RESTORE2  SAVE2  CHECK  RECALC  RESET  PROCESS  INIT  

Messages:       CONCEN  C                  (buffered ion concentration, sent
                                           from a difshell or concpool)
                BDIFF_DOWN prev_free thick (diffusion to inner shell, sent from
                                           an outer shell)
                BDIFF_UP prev_free thick   (diffusion to outer shell, sent from
                                           an inner shell)
                DIFF_DOWN prev_free thick  (alias for BDIFF_DOWN)
                DIFF_UP prev_free thick    (alias for BDIFF_UP)
------------------------------------------------------------------------------

Notes:

The buffers (e.g, fixbuffer) interact with a difshell to model the binding of
calcium to buffer molecules and to calculate the concentrations of free and
bound buffer molecules, using a kinetic scheme with forward and backward rate
constants for the binding and release of calcium.  Intracellular buffers are
often mobile, and the diffusion of buffer molecules can carry calcium with
them.  This can often make a significant contribution to the transport of
calcium, in addition to the diffusion of free Ca++ ions that is modeled by the
difshell object.  These diffusible buffers can be modeled with the difbuffer
and dif2buffer objects, instead of using the non-mobile fixbuffer.

Like the fixbuffer, the difbuffer interacts with a difshell to model the
binding of calcium to buffer molecules and to calculate the concentrations of
free and bound buffer molecules using a kinetic scheme with forward and
backward rate constants for the binding and release of calcium.  The rate
constants kBf and kBb are set by the user, and the concentration C is sent
with a CONCEN message from the difshell.  The BUFFER message to a difshell
from a buffer passes on the rate constants and the calculated free and bound
buffer concentrations.

In addition, the difbuffer acts like a difshell, in the sense that it allows
diffusion between adjacent buffer shells.  However, it is the free and bound
buffer molecules, rather than free ions that are diffusing.  Adjacent buffer
shells are coupled by BDIFF_DOWN and BDIFF_UP messages that are analogous to
the DIFF_DOWN and DIFF_UP messages that link adjacent difshells.  Note that a
difbuffer should have the same dimensions and shape_mode as the difshell to
which it is coupled.

For the difbuffer, the assumption is made that the diffusion rate for bound
and free buffer molecules is the same (as they are much larger than the Ca
atoms), so there is a single diffusion constant D, and they diffuse together,
with dBbound/dt = -dBfree/dt.  The dif2buffer does not make this assumption,
and treats the diffusion of free and bound molecules separately.

NOTE: When using difshell, difbuffer, or dif2buffer elements without hsolve
(or in chanmodes 0 or 1), it will be necessary to issue two reset commands
after setting up the simulation.

For a general description of buffered calcium diffusion see:
De Schutter E., and Smolen P., "Calcium dynamics in large neuronal
models", in Methods in neuronal modeling: From ions to networks
(2nd edition), C. Koch and I. Segev editors, pp. 211-250 (1998).

Example:
See also: difshell , fixbuffer , dif2buffer

26.17 diffamp

Object Type:    diffamp

Description:    Difference amplifier, takes two inputs and produces an
                output proportional to their difference.

Author:         M. Wilson, Caltech (2/89)

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  diffamp_type  [in src/device/dev_struct.h]

Size:           96 bytes

Fields:         gain
                saturation
                plus
                minus
                output

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       DifferenceAmp  [in src/device/diffamp.c]

Classes:        device

Actions:        RESET           sets the output to zero
                PROCESS         calculates and sets the output from the inputs

Messages:       PLUS +input 
                MINUS -input 
                GAIN gain

------------------------------------------------------------------------------

Notes:

Adds inputs from PLUS messages and subtracts those received with MINUS
messages.  The output is this total, multiplied by gain, but limited to the
range -saturation to +saturatation.  If there are no MINUS messages, the
minus input is taken as zero.  Normally, the gain field is set using
"setfield", but it may also be varied with a GAIN message.  This object also
provides a convenient way to sum or scale quantities which are to be plotted
by sending a PLOT message to an xgraph.

Example:        

See also:       

26.18 difshell

Object Type:    difshell

Description:    Implementation of a concentration shell that can have
                miscellaneous in/out flows (when coupled to other objects),
                and one-dimensional diffusion between other difshells.

Author:         E. De Schutter BBF-UIA 4/94 - 3/99

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  difshell_type [in src/concen/conc_struct.h]

Size:           152 bytes

Fields:         C               concentration (calculated by difshell) in mM
                prev_C          concentration at previous time step
                Ceq             equilibrium concentration in mM
                D               diffusion constant in m^2/sec
                val             ionic valence
                leak            constant in/outflow in mM/sec
                shape_mode      Set to one of the predefined global
                                variables SHELL=0, SLICE=SLAB=1, USERDEF=3.

                    SHELL: onion shell, for radial diffusion. Set len for
                    cylindrical shell (zero length for spherical shell), dia
                    (outer diameter of shell) and thick (thickness of shell);
                    vol, surf_up, and surf_down are computed on RESET.

                    SLICE (or SLAB): salami slices of cylinder, for axial
                    diffusion. Set dia (diameter of cylinder) and thick
                    (thickness of slab), len is not used; vol, surf_up, and
                    surf_down are computed on RESET.

                    USERDEF: len, dia, thick are not used. Set vol, surf_up
                    and surf_down.

                len             shell length
                dia             shell diameter
                thick           shell thickness
                vol             shell volume
                surf_up         area of upper (outer) shell surface
                surf_down       area of lower (inner) shell surface

------------------------------------------------------------------------------
SIMULATION PARAMETERS

Function:       DifShell [in src/concen/difshell.c]

Classes:        concentration segment

Actions:        RESTORE2  SAVE2  CHECK  RECALC  RESET  PROCESS  INIT

Messages:       INFLUX      I_Ca          (current flow in A; increases C)
                OUTFLUX     I_Ca          (current flow in A; decreases C)
                FINFLUX     I_Ca fraction (current flow, scaled by fraction)
                FOUTFLUX    I_Ca fraction (current flow, scaled by fraction)
                STOREINFLUX flux          (flux into store in moles/sec;
                                          increases C)
                STOREOUTFLUX flux         (flux out of store in moles/sec;
                                          decreases C)
                DIFF_DOWN   prev_C thick  (diffusion to inner shell, sent from
                                           an outer shell)
                DIFF_UP     prev_C thick  (diffusion to outer shell, sent from
                                           an inner shell)
                BUFFER      kBf kBb Bfree Bbound    (fields sent from a buffer,
                                                    e.g. a fixbuffer)
                TAUPUMP     kP Ceq        (sent from a taupump)
                EQTAUPUMP   kP            (sent from a taupump; uses Ceq from
                                          the difshell)
                MMPUMP      vmax Km       (sent from a mmpump)
                HILLPUMP    vmax Kd Hill  (sent from a hillpump)

------------------------------------------------------------------------------

Notes:

The concentration of intracellular calcium close to the cell membrane surface
can have a significant influence on the conductance of calcium dependent
potassium channels and on mechanisms for synaptic plasticity.  Unless the
neural compartment is very small and the calcium is "well-mixed", the calcium
concentration may vary considerably within the compartment.  It may then be
necessary to model diffusion within the compartment by dividing it into a
number of shells.  The difshell object is used for modeling these shells and
diffusion between them.  It may also be used for modeling axial diffusion
between compartments.  Just as the length of a neural compartment should be
chosen to give small differences in membrane potential between adjacent
compartments, the thickness of diffusion shells should be chosen to give small
differences in concentration between adjacent shells.

A difshell is typically coupled to buffers and/or pumps, in order to provide
for multiple mechanisms for calcium removal.

The buffers (e.g, fixbuffer) interact with a difshell or concpool to model the
binding of calcium to buffer molecules and to calculate the concentrations of
free and bound ions using a kinetic scheme with forward and backward rate
constants for the binding and release of calcium.  The BUFFER message from a
buffer passes on the rate constants and the calculated free and bound
concentrations so that the difshell may calculate the resulting ion
concentration C in the shell.

The ionic pumps provide various mechanisms to remove ions from the shell.
Details of the fields that are passed to the difshell with messages from
the pumps are provided in the documentation for the various pump objects.

The various FLUX messages assume SI units for the Faraday constant, currents
and dimensions.  If other units are used, scale the val parameter to account
for this.

NOTE: When using difshell, difbuffer, or dif2buffer elements without hsolve
(or in chanmodes 0 or 1), it will be necessary to issue two reset commands
after setting up the simulation.

For a general description of buffered calcium diffusion see:
De Schutter E., and Smolen P., "Calcium dynamics in large neuronal
models", in Methods in neuronal modeling: From ions to networks
(2nd edition), C. Koch and I. Segev editors, pp. 211-250 (1998).  The
spinedemo simulation gives a detailed example of the use of the difshell,
taupump, and fixbuffer objects for modeling calcium diffusion in dendritic
spines.

Example:

  /* based on spinedemo, for spine head initial shell (headshell0) */

  create difshell headshell0
  setfield headshell0 C 0.000020 Ceq 0.000020 D 6.0e-10 val 2.0  leak 0.0
  setfield headshell0 shape_mode {SLAB} len 0.0 dia 0.5e-6 thick 0.1e-6

  /* Ca fraction of NMDA current is influx into outer shell */
  addmsg Mg_block headshell0 FINFLUX  Ik 0.128

  /* attach fast immobile buffer */  headbuf0
  create fixbuffer headbuf0
  setfield headbuf0 Btot 0.2 kBf 5.0e5 kBb 500 // mM, 1/(mM*sec), 1/sec
  addmsg headbuf0 headshell0 BUFFER kBf kBb Bfree Bbound
  addmsg headshell0 headbuf0 CONCEN C

  /* attach the pump */
  create taupump headpump0
  setfield headpump0 Ceq 0.000020
  /* The pump rate is proportional to the surface-to-volume ratio
     spine head initial shell is end of cylinder, so stv=1/thick */
  setfield headpump0 T_C {thick/Pump_kP} // pump rate Pump_kP = 1.4e-5
  addmsg headpump0 headshell0 TAUPUMP kP Ceq

  /* set up diffusion messages, assuming the existence of headshell1 */
  addmsg headshell0 headshell1 DIFF_DOWN prev_C  thick
  addmsg headshell1 headshell0 DIFF_UP   prev_C thick

  // similar statements for the other shells ...
See also: taupump , fixbuffer , Scripts/examples/spinedemo

26.19 disk_in

Object Type:    disk_in

Description:    Reads in a 2-d array of data from an ascii or binary file.

Author:         U. S. Bhalla, Caltech (1/90)
                Coordinate read-in added by U. S. Bhalla, Mt. Sinai, 5/95.

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  disk_in_type  [in src/olf/olf_struct.h]

Size:           148 bytes + allocation for arrays and interpols

Fields:         filename        name of data file
                leave_open      flag: leave file open between steps [cycles]
                nx              x dimension of input val array
                ny              y dimension of input val array
                loop            flag: return to start of file on EOF
                val             2D array of input values
                fp              pointer to file
                fileformat      flag: 0 (default) for ASCII, 1 for FMT1
                time_offset     offset from sim time for FMT1 files
                is_open         internal flag : is file open yet?
                allocated       internal flag: Is array allocated yet?
                tempdata        data array used for FMT1 reading
                start_time      field used for FMT1 handling
                dt              field used for FMT1 handling
                datatype        field used for FMT1 handling
                header_size     field used for FMT1 handling
                lastpos         field used for FMT1 handling
                xpts,ypts,zpts  Interpols used for storing coordinate
                                information when FMT1 files are read.

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       DiskIn  [in src/olf/disk_in.c]

Classes:        segment

Actions:
        RECALC  CHECK  SET  RESET  PROCESS  INIT

Messages:       
        none
------------------------------------------------------------------------------

Notes:  
                The disk_in element reads in data from a file to the val
                array in the element every clock tick.  This is a 2-d array
                with dimensions set by the nx and ny fields.

                The source file can be either in ASCII or FMT1 formats.  FMT1
                is the GENESIS-specific format used by disk_out.  Data in
                FMT1 files is time-stamped, and accessed according to the
                current simulation clock.

                At RESET, disk_in automatically figures out if the file
                is FMT1. If not it assumes it is ASCII. The fileformat
                flag is set accordingly. 

                FMT1 files contain information on the number of data items, 
                and the 3-d coordinate information for each item. On RESET,
                the 'val' array is automatically allocated for the data values.
                nx is set to 1, and ny is set to the number of data items.
                Also on RESET, the coordinate information is loaded into the
                xpts,ypts,zpts interpol-structs, which are automatically
                allocated as needed. These interpols can be accessed in
                the usual ways. See the interpol documentation.

                ASCII files do not have coordinate information. The nx and ny
                fields must be set prior to reading in an ASCII file, so
                that the disk_in can figure out how many data points to
                read per time-step. Changing nx and ny causes
                automatic reallocation of the 'val' array, with dire
                results for any messages that had been linked to earlier
                incarnations of the val array.  In other words, never set
                the nx or ny unless you are sure that no messages
                are being sent from the input array. Typically one sets
                nx and ny as soon as one creates the disk_in, and
                later adds messages.

                The leave_open flag should normally be set to 1 to avoid
                closing and reopening the file every clock tick.

                The time_offset field allows one to specify the difference
                between the simulation time and the FMT1 internal time stamp.

                The format of the ascii file is simply a sequence of numbers,
                separated by spaces, tabs or newlines, with a maximum of 16
                numbers per line.  They are read in sequentially to fill the
                val[x][y] array, the x index being incremented more rapidly .
                Every time a new clock tick is read in, the reading starts
                from a new line, discarding any unread data on the previous
                line.

                The format of the FMT1 file is highly condensed. See the
                source (in src/out/out_view.c) and the documentation for
                disk_out for more details. In general, it includes information
                on the size of the file, the coordinates of all elements
                whose values are stored, and the time-step at which successive
                data values are stored.

Example:        

    create disk_in /in
    // read a single line with 2 variables at each time step
    // from the file Vm1 (in Scripts/MultiCell)
    setfield  /in nx 2 ny 1 filename Vm1 dt 1 leave_open 1
    create xform /form
    create xgraph /form/graph
    setfield /form/graph xmax 500 ymin -100 ymax 50
    // The Vm value is the second one on each line
    addmsg /in /form/graph PLOT val[1][0] *Vm *red
    xshow /form
    reset
    step 500
Alternatively, the message from the disk_in element could have been an INPUT
message to a spikegen element.  The spikegen element could then send a SPIKE
message to a synchan element, as in Scripts/tutorials/tutorial4.g.

If we had 100 cells, each containing a spikegen element, with names
``cell[0]/spike'' through ``cell[99]/spike'' and a data file containing
multiple groups of 10 lines with 10 Vm values each, to represent 100
simultaneous inputs, we could use statements like this:

    // send a message for each spike generator
    for (i=0;i<=9; i = i + 1)
        for (j=0;j<=9; j = j + 1)
             addmsg /in /cell[{j + 10*i}]/spike INPUT val[{i}][{j}]
        end
     end

Normally, you will want to use a clock with a much larger step for reading
in the data than that used for the integration of the equations for
calculating membrane potentials, etc.  Otherwise, the data file would have
to be very large.  The example in Scripts/examples/XODUS/fileview also
illustrates the use of arrays and the binary format.

See also: asc_file , disk_out

26.20 disk_out

Object Type:    disk_out

Description:    

The disk_out object is used to write data to a file in a special binary
format.  This is done at every time step of the clock which is assigned.
These files are usually used with a disk_in object and the xview widget or
the xgraph widget to "replay" the results of a simulation.  An external
program (or your own compiled GENESIS function) can write files in this
format in order to provide a convenient interface to the display
capabilities of XODUS.

Author:         M. Wilson, Caltech (6/88)

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  file_type  [in src/out/out_struct.h]

Size:           88 bytes

Fields:         filename        data file name to be written
                fp              data file pointer
                is_open         flag: is file currently open?
                initialize      flag: has file been initialized?
                leave_open      flag: leave file open? 1 leaves the file open
                                all the time so you can write on it whenever
                                you want (a good idea if the file is used
                                frequently, but there is a limit to number of
                                files which can be left open any any time);
                                0 closes the file after every write to it
                                (only useful if you have more than 30 files;
                                this is slow)
                append          flag: append data after resetting?
                flush           flag: flush data to disk at each interval?
                                1 forces program to send data to the disk at
                                once and not store it in a buffer (slow but
                                secure); 0 (default) writes data in a buffer
                                (fast)

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       FileOutput  [in src/out/out_file.c]

Classes:        output

Actions:
        SAVE  DELETE  PROCESS  RESET

Messages:       SAVE data

------------------------------------------------------------------------------

Notes:

If the filename field is not set, the output file will be given the same
name as the element which is created from the disk_out object.  Use asc_file
for writing the data in ASCII format.

Example:

(from Scripts/orient_tut/V1_output.g)

function do_disk_out(diskpath,srcpath,field)
  str name
  create disk_out /output/{diskpath}
  setfield /output/{diskpath} leave_open 1  flush 1
  addmsg {srcpath} /output/{diskpath} SAVE {field}
end

do_disk_out vert_disk /lgn/vert/soma[] Vm
do_disk_out horiz_disk /lgn/horiz/soma[] Vm

Also see the example in Scripts/examples/XODUS/fileview/generate.g.

Normally, you need not be concerned with the format of the files produced
by a disk_out element.  However, you may wish to write either a GENESIS
function or an external program which produces an output file which can
be displayed with an xview widget.  The code which writes a disk_out
file can be found in /usr/genesis/src/out/out_file.c, and the code which
reads the data from the file can be found in /usr/genesis/src/out/out_view.c.

The following two C programs describe this format and show how to write and
read these data files.

------------------------------------------------------------------------------

/* diskwrt.c - a demo program to write a sample file "test_disk" in the
GENESIS "disk_out" format, to be viewed with the xfileview widget.  */

#include <stdio.h>
#include <math.h>

main()
{
FILE *fpr;
int width = 5;
int height = 5;
float start = 0.0;
float dt = 1.0;
float x, y, data;
int ntimes;

fpr = fopen("test_disk", "w");
headerwrt(start, dt, width, height, fpr);

data = 0.0;     /* make some bogus data */
for (ntimes = 0; ntimes < 20; ntimes++)
    for (y = 0.0; y < height; y++) {
        for (x = 0.0; x < width; x++) {
            data = x*x + y*y + height*ntimes;
            fwrite (&data, sizeof (float),1, fpr);
        }
}
fclose(fpr);
} /* end main */

headerwrt(start, deltat, width, height, fp)
/* Header for files compatible with GENESIS disk_out
"FMT1" - 80 byte null terminated character string as identifying label
start - starting time - float
dt - time step - float
ndata - number of data points per time step - int
datatype - int code for data type - disk_out uses only FLOAT = 4, but
        display routines can use DOUBLE = 5, INT = 3, SHORT = 2.
x1,y1,z1,x2,y2,z2,....,xndata,yndata,zndata - x,y,z coordinates for icon
        representing each data point - float
The header is then followed by data -  ndata values for each time step,
        with the data type specified by "datatype".
*/

float start, deltat;
int   width, height;
FILE *fp;
{
char label[80];
float strt, dt;
int ndata, datatype;
float x, y, z;
float dx = 2.0;         /* horiz spacing between icons */
float dy = 2.0;         /* vert spacing between icons */
int i, j;

    strt = start;       /* use local variables so addresses are correct */
    dt = deltat;        /* otherwise fwrite gets wrong start and deltat  */

    strcpy(label,"FMT1");
    fwrite (label, sizeof (char),80, fp);
    fwrite (&strt, sizeof (float),1, fp);
    fwrite (&dt, sizeof (float),1, fp);
    ndata = width*height;
    fwrite (&ndata, sizeof (int),1, fp);
    datatype = 4;       /* use float data */
    fwrite (&datatype, sizeof (int),1, fp);
    z = 0.0;            /* 2-D display */
    for (j=0, y = 0.0; j < height; j++) {
        for (i=0, x = 0.0; i < width; i++) {
            fwrite (&x, sizeof (float),1, fp);
            fwrite (&y, sizeof (float),1, fp);
            fwrite (&z, sizeof (float),1, fp);
            x = x + dx;
        }
        y = y + dy;
    }
}
------------------------------------------------------------------------------

/* diskrd.c - Reads and displays the header information of files produced by
the GENESIS disk_out widget */

#include <stdio.h>

main(argc,argv)
int     argc;
char    **argv;
{
char    label[100];
float   fval;
int     i;
int ndata;
int datatype;
FILE    *fp;

    if(argc < 2){
        printf("usage: %s filename\n",argv[0]);
        exit();
    }
    if((fp = fopen(argv[1],"r")) == NULL){
        printf("unable to find file '%s'\n",argv[1]);
        exit();
    }
    /*    read in the file header    */
    fread(label,sizeof(char),80,fp);
    /*    check the label    */
    if(strncmp("FMT1",label,4) != 0){
        printf("file '%s' is not a valid FMT1 data file\n",argv[1]);
        fclose(fp);
        exit();
    }

    /*    starting time    */
    fread (&fval, sizeof (float),1,fp);
    printf("%-20s = %e\n","start time",fval);
    /*   time step    */
    fread (&fval, sizeof (float),1,fp);
    printf("%-20s = %e\n","time step",fval);
    /*    number of data points    */
    fread (&ndata, sizeof (int),1,fp);
    printf("%-20s = %d\n","ndata points",ndata);
    /** data type    */
    fread (&datatype, sizeof (int),1,fp);
    printf("%-20s = %d\n","data type",datatype);
    fclose(fp);
}

----------------------------------------------------------------------------
See also: disk_in , asc_file

26.21 diskio

Object Type:    diskio

Description:

The diskio object can be used to open/create a binary format file on disk
(specified with -fileformat option) that can be then used to read/write
data or metadata from/to it with child objects, 'variable' or 'metadata'
respectively in this same library.  Unlike disk_out/disk_in, the reading
and writing actions are combined into this one new object. 

For purposes of backwards compatibility (BC), diskio responds to the 
set of messages that disk_out and disk_in respond to at a minimum, and 
allows the user to read/write files directly from/to the disk at every
time-step of the clock which is assigned. It also allows the "replay" of 
the results of a simulation through the xview and xgraph widgets in XODUS
by message passing as well as the "xsimplot" command added in genesis 2.2.

As of GENESIS 2.2, diskio supports files in the FMT1 and Netcdf formats.
Netcdf is a portable, network transparent, public domain binary format.
Netcdf interfaces to various popular analysis/signal-processing tools
including MATLAB are available in the public domain. Specifically,

        * MEXCDF 
                WEB: http://crusty.er.usgs.gov/mexcdf.html 
                FTP: crusty.er.usgs.gov (128.128.19.19) or contact
                         Rich Signell at rsignell@crusty.er.usgs.gov. 
        
        * MexEPS 
                WEB: http://www.pmel.noaa.gov/epic/mexeps.html 
                FTP: ftp.pmel.noaa.gov/epic/mexeps/

        * fanmat 
                WEB: http://www.unidata.ucar.edu/packages/netcdf/contrib.html
                FTP: ftp.unidata.ucar.edu/pub/netcdf/contrib/fanmat.taz

are freely available packages that allow MATLAB to read/write/visualize
netcdf data.

The implementation of the diskio library and the diskio, metadata, and
variable objects makes use of netcdf, which is Copyright
1993-1997 by University Corporation for Atmospheric Research/Unidata.  the
netcdf library is provided as per the terms of the UCAR/Unidata license,
described in the copyright notice found in the src/diskio/interface/netcdf
directory tree.

Author:         V.Jagadish, Caltech (9/96)

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure: Gen_Diskio_Type  [in src/diskio/diskio_struct.h]

Size:           172 bytes + allocation for arrays and interpols

Fields:         accessmode      Mode with which the file is accessed
                                - 'r', 'w' or 'a' (Read/Write/Append)

                                - Read-only field specifiable on the
                                  command line using the -accessmode option
                                  but cannot be set/unset subsequently
                                  using setfield

                                - Defaults to 'r' (Read mode) as this is the
                                  most non-destructive
                                - Append 'a' mode is not supported currently

                                - BC NOTE: Due to the default mode being
                                  readonly 'r', it is not sufficient to
                                  merely replace creation-lines of disk_out
                                  with diskio but to add the option
                                  "-accessmode w" as well.  cf. See Examples.

                filename        Data file name to read from or write into
                                - Defaults to name of object if not specified
                                - Can be set/unset as required : The old file
                                  will have data and metadata written into it 
                                  till that point in time, if the accessmode 
                                  was 'w' (write). 

                fileformat      Format of the data file
                                - Unlike disk_out it is a character string 
                                  field but allows numerical setting for BC. 
                                  ("1" => FMT1, "2" => netcdf)
                                - Defaults to FMT1 if not specified
                                - Subsequent setting/unsetting of this
                                  field is allowed only to preserve BC with
                                  disk_out/disk_in. This is effectively a
                                  NOP as far as the physical file is
                                  concerned. Only the the value of the
                                  field changes to reflect the setting and
                                  is not recommended.

                append          Flag: 1 => data should be appended to file
                                after RESET. This has certain implications
                                from the point of view of interpreting the
                                'variable' object value[], input and output
                                fields.  If the append flag is on, there
                                could be more than 1 value associated with
                                a single time instance. The output field
                                will always reflect the first value for the
                                time instant set for the input field. All
                                values however can be retrieved from the
                                value[] field and the size field of the
                                variable will show the total number of
                                values stored. The user needs to keep track
                                of when the reset was done and the time
                                step rate (dt) to interpret the values
                                stored in the value[] field.

                is_open         Read-only flag: is file currently open?

                is_writable     Read-only flag: is file writable?

                val             2D array of input values        
        
                nx              x dimension of input val array 

                ny              y dimension of input val array

                xpts,ypts,zpts  Interpols used for storing coordinate
                                information when the binary file is read

                flush           Same functionality as in disk_out       

                leave_open      Same functionality as in disk_out       

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       Gen_Diskio  [in src/diskio/gen_diskio.c]

Classes:        output

Actions:        CREATE PROCESS SET ADDMSGIN DELETEMSGIN SHOW

                RESET:
                        It is essential that the RESET action be called 
                        on the diskio object for allocating and filling the 
                        "xpts ypts zpts" interpol arrays before using 
                        them to render/replay data graphically on the   
                        xview objects. 
                        cf. Example: Scripts/examples/diskiolib/diskio
                                                        /replayview.g

                QUIT:
                FLUSH:
                UPDATE: when called on the diskio object, allows the user 
                        to commit any changes done interactively 
                        or in the process of running a simulation or script, 
                        to the file on disk. This allows another diskio 
                        object to simultaneously access updated data from the 
                        same file.

                DELETE: also commits changes but with the usual effect of 
                        deleting the object and all its children. Please note 
                        that this action does not delete the physical file on 
                        disk. 

                GENERAL NOTE:   The process of committing changes to disk is 
                                time-consuming for netcdf files. This is
                                inherent in the implementation of the
                                netcdf library. So please expect high
                                latency after you quit or do a delete or
                                call one of the above 4 actions on the
                                diskio object, when supporting the netcdf
                                fileformat. In general, the netcdf library
                                provides its portability across
                                architectures at the cost of efficiency in
                                speed. Therefore, performance-wise one will
                                notice diskio is slower than
                                disk_out/disk_in, in this situation. The
                                same is however not true for FMT1 file
                                support.

Messages:       SAVE data

                IMPORTANT BACKWARDS COMPATIBILITY (BC) NOTES:
                ---------------------------------------------

                As previously mentioned, diskio responds to the same set of 
        messages that disk_out and disk_in respond to as a minimum, for
        purposes of BC. 
        
        Since the actual data is encapsulated within the variable object
        and the design eventually envisages the exclusive use of this child
        object to manipulate data, any incoming SAVE messages to the diskio
        object (thro the addmsg command) will result in the automatic
        creation of child variables and the forwarding of the message to
        them. So the data will be stored and manipulated via these child
        variables, while letting the user transparently deal only with the
        diskio object as was done previously with disk_out/disk_in.

        For every SAVE message there will be a specially named child 
        variable object - 'autoSAVE_diskio[i]', where i is the index of 
        the element and that corresponds to the number of the message.   
        The indices will be reused if any messages are deleted and added 
        later. 

        Also, for every SAVE message, the 3-D position coords of the source
        element needs to be stored for possible future replay via graphical
        objects like xview. This is done through the automatic creation of
        specially named indexed metadata children -
        'auto3-DPosSAVE_diskio[i]'.

        So in applications where diskio is intended to be used as a
        replacement for disk_out/disk_in, these variables & metadata will
        be automatically created in the hierarchy for every SAVE message to
        the object. Directly manipulating these child objects should be
        avoided, since it would essentially change the contents of the
        file, if committed.  

        Example: 
                * Run Scripts/examples/diskiolib/diskio/generate.g
                * genesis> le /diskio

------------------------------------------------------------------------------

Notes:

As a departure from the disk_out/disk_in objects, this object internally 
just serves to interface (open/create/close) with a binary file on disk.  

The actual data in the file can be more flexibly managed using the child
'variable' objects in this library.  For purposes of backwards
compatibility, however, the diskio object will respond to the same messages
as the disk_out and disk_in objects at a minimum to actively write/read
data to/from the file during a simulation run. 

Some binary file formats notably netcdf (which this library supports) allow
descripive data (metadata) to be stored in them along with the actual data.
Child 'metadata' objects in this library allow the user to manipulate the 
metadata content in these files.

Use asc_file for writing data in ASCII format. 

Examples:

0. create diskio /dout -filename testfile.nc -fileformat netcdf -accessmode w

        // Not specifiying a fileformat while creating a file defaults to FMT1 
1. create diskio /dout_FMT1 -filename testfile.fmt1 -accessmode w

2. call /dout UPDATE

3. delete /dout 

4. Also, please see Scripts/examples/diskiolib/diskio/
                                        - generate.g
                                        - generate_netcdf.g
                                        - replayview.g
                                        - replaygraph.g
                                        - simplot.g
______________________________________________________________________________
See also: variable , metadata , disk_out , disk_in , asc_file

26.22 efield

Object Type:    efield

Description:    An extracellular field potential recording electrode that uses
                current sources and their distance from the electrode site to
                calculate the field.            

Author:         M. Wilson, Caltech (2/89)

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  efield_type  [in src/device/dev_struct.h]

Size:           64 bytes

Fields:         scale
                field
                x
                y
                z

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       ExtracellularRecordingElectrode  [in src/device/efield.c]

Classes:        device

Actions:        PROCESS
                RESET
                RECALC

Messages:       CURRENT current 0.0

------------------------------------------------------------------------------

Notes:          If one assumes that the medium surrounding neurons is
                of homogeneous resistivity and has no capacitance,
                then the field potential generated by a compartmental
                model can be calculated from the following equation:

                                          Im
                              1      n      i   
                        F = ------  SUM  -----  (see Nunez, 1981)
                            4*pi*s  i=1    R
                                            i

                where F is the field potential in volts, s is
                conductivity in 1/(Ohms*m), Im_i is the transmembrane
                current (Amperes) accoss the ith  neural compartment,
                and R_i is the distance from the ith neural
                compartment to the recording electrode (i.e. the
                efield object).  

                This equation is most accurate in the case of elongated
                neurons oriented with the axis perpendicular to the scalp, as
                is the case with cortical pyramidal cells.  It is probably not
                very good for a small cell.  See the documentation of
                compartment and symcompartment for details of the calculation
                of the compartment Im.

                In the case of the efield object, the term 1/(4*pi*s) 
                is replaced by the scale field, otherwise the same
                equation is used to calculate field potentials.
                The RECALC action must be called in order for efield 
                to calculate the distances to neural compartments.

                For more information about field potentials and how
                they are used in GENESIS simulations, see Chapter 9 in
                The Book of GENESIS.  For a derivation of the above
                equation, see:

                Nunez, P.L. (1981) Electric Fields of the Brain: The
                Neurophysics of EEG, Oxford University Press, Oxford.
                                                        
Example:        create efield electrode
                setfield electrode scale -1e3 x 0.00 y 0.00 x 0.00
                addmsg some_compartment electrode CURRENT Im 0.0
                call electrode RECALC
See also: Scripts/piriform/field.g, compartment , symcompartment

26.23 enz

Object Type:    enz

Description:    Enzyme activity for a pre-existing pool. An enz does two
                things: it handles the reactions in the Michaelis-Menten (MM)
                scheme below, and it also acts as a pool to represent the
                enzyme-substrate complex. It can only be
                created on a pool, it is not an independent object.

                The MM scheme is modeled as:
                                        k1              k3
                Substrate + Enzyme  <-----> EnzComplex ----> Enz + Prd
                                        k2

                The enz is really a utility object, as it replaces
                two reacs and a pool, but does not add anything extra.
                
Author:         U. S. Bhalla, National Centre for Biological Sciences,
                Bangalore, India. (1993).

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  enz_type  [in src/kinetics/kin_struct.h]

Size:           bytes

Fields:         CoComplex               Concentration of enz-substrate complex.
                                        CoComplex = nComplex/vol
                CoComplexInit           Initial concentration of enz-substrate
                                        complex.
                                        CoComplex gets set to this value on
                                        RESET.
                nComplex                Number of molecules of complex.
                nComplexInit            Initial number of molecules of complex.
                                        'nComplex'gets set to this value on
                                        RESET.
                vol                     Volume occupied by enzyme. Often
                                        involves scale factor so as to have
                                        direct conversion from 'n' to some
                                        sensible units of Co, such as
                                        micromolar.
                sA                      A state variable to pass to substrate
                                        in messages.
                pA                      A state variable to pass to products
                                        in messages.
                eA                      A state variable to pass to parent
                                        enzyme pool in messages.
                B                       B state variable to pass to substrate
                                        and parent enzyme pool in messages
                k1,k2,k3                Michaelis-Menten parameters. 

                keepconc                Flag determining whether to change
                                        concs or n when volume changes
                usecomplex              Flag. Determines whether the enzyme
                                        complex is used when the parent enzyme
                                        is involved in other reactions.
                                        Consider:

                                        E + A <----> E.A
                                        
                                        where E is a pool reacting with A.
                                        Suppose E has an enzyme site. Then,
                                        whenever some of the enzyme is complexed
                                        with a substrate, the conc of E
                                        decreases unless 'usecomplex' is true.
                ksum                    Internal variable. ksum = k2 + k3.
                
------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       EnzFunc  [in src/kinetics/enz.c]

Classes:        segment

Actions:        PROCESS
                RESET
                SET

Messages:       ENZYME          n       [n is number of molecules of enzyme
                                        pool to which this site is attached]
                SUBSTRATE       n       [Number of molecules of substrate]
                VOL             vol     [volume of enzyme pool]
                INTRAMOL        n       [Total number of molecules in an
                                        intramolecular reaction]

------------------------------------------------------------------------------

Notes: See pool documentation for example of use.

------------------------------------------------------------------------------

26.24 event_tofile

Object Type:    event_tofile

Description:    A gizmo that collects an INPUT message. When value
                in message exceeds threshold, current simulation
                time is written to asci file.
                
                Designed to allow ascii output from a range of
                objects, like channelC3, synchan, timetable.

Author:         D. Jaeger, Caltech (3/95)

---------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  event_tofile_type [in genesis/src/device/spike_struct.h]

Size:           64 bytes

Fields:         fname           File name of asci output
                fp              file pointer
                open            flag
                threshold       threshold above which time is written to file

-----------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       Event_tofileFunc  [in genesis/src/device/event_tofile.c]

Classes:        device

Actions:        PROCESS
                SET
                OPEN
                CLOSE
                FLUSH

Messages:       INPUT compared against threshold

-----------------------------------------------------------------------

Notes:  An ascii file containing simulation times at which an event
        occurred is generated. The event arrives via an INPUT
        message, and is generated when the input value exceeds
        threshold. Only positive thresholds are implemented.

        Before activation the file needs to be opened with a reset or call
        OPEN statement.  The generic openfile, writefile, and closfile
        commands can NOT be used with the same file.

Example: 

create synchan syn
create event_tofile etf
set etf fname test.asc
sendmsg syn etf INPUT activation
reset
... // run simulation
call etf CLOSE
See also: openfile , writefile , closefile (for general asci file control), timetable , spikegen , randomspike (for good source elements to feed into event_tofile), Scripts/examples/spike/spikes.g.

26.25 facsynchan

Object Type:  facsynchan
 
Description:    Synaptically activated channel with synaptic facilitation 
                and/or synaptic depression.

Author:         Mike Vanier
 
------------------------------------------------------------------------------
 
ELEMENT PARAMETERS
 
DataStructure:  fac_synchan_type  [in src/newconn/newconn_struct.h]
 
Size:           252 bytes
 
Fields:         activation         driving force ("transmitter") for channel
                                   conductance
                Ik                 channel current
                Gk                 time varying channel conductance
                Ek                 reversal potential of channel
                tau1               first time constant of channel activation
                tau2               second time constant of channel activation
                gmax               peak channel conductance (but see Notes below)
                nsynapses          number of incoming spike messages
                                   (readonly)
                event_buffer_size  size of event buffer (readonly)
                pending_events     number of pending spike events in event 
                                   buffer (readonly)
                nodes_per_synapse  number of event nodes to allocate per 
                                   synapse (default 1)
                synapse            synapse buffer
                fac_depr_on        flag: no fac/depr if 0
                max_fac            upper limit on facilitation
                fac_per_spike      synaptic facilitation per spike
                fac_tau            time constant of synaptic facilitation
                depr_per_spike     synaptic depression per spike
                depr_tau           time constant of synaptic depression

------------------------------------------------------------------------------

SIMULATION PARAMETERS
 
Function:       FacSynchan  [in src/newconn/facsynchan.c]
 
Classes:        segment channel synchannel

Actions:        CREATE          Set default values and initialize object.
                PROCESS         Update Gk, calculate Ik, update facilitation/
                                depression state of synaptic weights.
                RESET           Assign activation = 0, Gk = 0; calculate
                                time-step-dependent coefficients; remove
                                all pending SPIKE events; reset facilitation/
                                depression state of synaptic weights.
                RECALC          Recalculate time-step-dependent coefficients.
                CHECK           Make sure tau1>0, tau2>0, gmax>0; make sure a 
                                VOLTAGE message is present (in order to
                                calculate Ik); make sure facilitation/ 
                                depression parameters are reasonable.
                SAVE2           Called by the save command.
                RESTORE2        Called by the restore command
                EVENT           Put a spike event into the event buffer.
                ADDMSGIN        Add a new message.
                DELETEMSGIN     Delete a message.
                MSGINDELETED    Do cleanup after message is deleted.
                RESETBUFFER     Reset size of event buffer to 
                                (nodes_per_synapse * nsynapses) nodes.
                DELETE          Delete the element.
                COPY            Copies the element.
 
Messages:       VOLTAGE         Vm
                SPIKE
 
------------------------------------------------------------------------------
 
Notes:          The `facsynchan' object is a version of the synchan object
                that can exhibit synaptic facilitation, synaptic depression,
                or some combination of the two.

                1) General information about synchans.

                The `facsynchan' object, like all synchan objects, simulates a
                time dependent synaptically activated ionic channel.  A
                variable channel conductance `Gk' is activated by the
                application of transmitter. This conductance then changes with
                damped second-order characteristics with a time course given
                by two time constants `tau1' and `tau2'.  This gives rise to
                an alpha function/dual exponential conductance waveform for an
                impulse spike input.  The channel also calculates channel
                current (`Ik') and therefore needs the membrane state (`Vm').

                Each SPIKE message to a synchan establishes a synaptic
                connection and increments `nsynapses'.  The synapses are
                numbered starting with 0, and each contains a field for a
                synaptic weight and a propagation delay.  For example, the
                weight of the first synaptic connection is held in the field
                `synapse[0].weight' while the delay is `synapse[0].delay'.
                `Gk' reaches a value (`gmax' * `weight') for a single event
                delivered with a SPIKE message.  Note that even though
                synapses are not elements, they do have fields that can be
                accessed individually.  They can be thought of as
                "sub-elements" or substructures of the element.  Note also
                that `gmax' is not the absolute maximum conductance of the
                synapse; it is just the maximum conductance given a single
                synaptic connection with a weight of 1.0 only.  Multiple
                synapses onto a particular synchan, weights higher than 1.0,
                and/or synaptic facilitation can all give rise to total
                conductances that are greater than `gmax'.

                Any number of spike events can be pending per synapse.  The
                `facsynchan' object stores all spike events in a buffer until
                they are scheduled to occur.  If enough events come in to
                overload the buffer, the buffer will dynamically expand to
                enable storage of all events.  The size of the buffer in
                events is stored in the `event_buffer_size' field which is
                readonly.  The number of actual spikes in the buffer which
                have not yet hit the channel are stored in the
                `pending_events' field (also readonly).  The
                `nodes_per_synapse' field controls how many large the event
                buffer is initially.  The default is to have one node per
                synapse, but if you expect a lot of events or very few events
                you can change this number to be greater or less than the
                default (1), respectively.  This will speed up the simulation
                slightly in the first case and save memory in the second.  If
                you leave this field alone the object will still work fine.
                The "resetsynchanbuffers" command will cause all the buffers
                in all synchan and derived objects to be reset to a size of
                `nodes_per_synapse' * `nsynapses' (which will also cause all
                pending events to be flushed).

                The "copy" command will fail for any synchan type which is
                receiving SPIKE messages.  The correct way to set up
                simulations is to set up prototype cells which do not receive
                any SPIKE messages on their synchans, copy these cells, and
                then add the appropriate SPIKE messages (by hand or by using
                planarconnect or volumeconnect).  We may eventually build a
                more intelligent copy command which will permit copying of
                synchans with SPIKE messages, but for now, don't do it.

                2) Specific information about implementing synaptic
                   facilitation and depression.

                Each synapse, in addition to its `weight' and `delay' fields,
                has two other fields called `fac' and `depr' which represent
                the current level of synaptic facilitation and depression,
                respectively.  Each time a spike hits, the facilitation and
                depression values are incremented by a fixed amount
                (`fac_per_spike' and `depr_per_spike', respectively) which can
                be zero but not negative.  The facilitation and depression
                values decay away with a time constant equal to `fac_tau' and
                `depr_tau', respectively.  The effective synaptic weight when
                a spike hits is calculated from these equations:

                    wt_multiplier = max((1 + fac) / (1 + depr), max_fac)
                    wt_effective  = wt * wt_multiplier

                Thus, a `fac' value of 1.0 and a `depr' value of 0.0 will give
                rise to a wt_multiplier value of 2.0 (assuming that `max_fac'
                > 2.0), so the effective weight at that point in time will be
                twice the listed synaptic weight.  The `max_fac' field allows
                you to limit the amount that a particular synaptic weight can
                grow; however, there is no limit to how low a weight can
                shrink due to depression.  If `max_fac' is negative, there is
                no maximum facilitation level.  This is the default (`max_fac'
                = -1, to be precise).

                You can switch facilitation/depression off by setting
                `fac_dep_on' to 0.  The default is 1 (facilitation on).

Example:        Scripts/examples/facsynchan/facdemo.g

Bugs:           The SAVE2/RESTORE2 actions have not been tested and may 
                contain bugs.  Please report any bugs you find.

Caveats:        The facsynchan object is not supported by the cell reader
                (readcell), so if it is to be used in a model described
                by a cell parameter (.p) file, you will need to use it in
                a prototype compartment that is included with the readcell
                "*compt" option.
See also: synchan , resetsynchanbuffers , Connections , NewSynapticObjects , readcell

26.26 fixbuffer

Object Type:    fixbuffer

Description:    Implementation of a first-order fixed (non-mobile) buffer.
                Should be coupled to a difshell or concpool, where the change
                in the concentration of the buffered ion is computed.

Author:         E. De Schutter BBF-UIA 8/94 - 9/95

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  fixbuffer_type [in src/concen/conc_struct.h]

Size:           124 bytes

Fields:         activation     ion concentration from incoming CONCEN message
                Bfree          free buffer concentration (calculated) in mM
                Bbound         bound buffer concentration (calculated) in mM
                prev_free      Bfree at previous time step
                prev_bound     Bbound at previous time step
                Btot           total buffer concentration in mM (free + bound)
                kBf            forward rate constant in 1/(mM*sec)
                kBb            backward rate constant in 1/sec

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       FixBuffer [in src/concen/fixbuffer.c]

Classes:        concbuffer segment

Actions:        RESTORE2  SAVE2  CHECK  RESET  PROCESS  INIT

Messages:       CONCEN  C   (buffered ion concentration, sent from a
                            difshell or concpool)

------------------------------------------------------------------------------

Notes:

The fixbuffer interacts with a difshell or concpool to model the binding of
calcium to buffer molecules and to calculate the concentrations of free and
bound buffer molecules using a kinetic scheme with forward and backward rate
constants for the binding and release of calcium:

    dBfree/dt = kBb*Bbound - kBf*Bfree*C
    Bbound = Btot - Bfree, where Btot == constant

The rate constants kBf and kBb are set by the user, and the concentration C is
sent with a CONCEN message from the difshell or concpool.  The BUFFER message
to a difshell or concpool from a buffer passes on the rate constants and the
calculated free and bound buffer concentrations.

For a general description of buffered calcium diffusion see:  De Schutter E.,
and Smolen P., "Calcium dynamics in large neuronal models", in Methods in
neuronal modeling: From ions to networks (2nd edition), C. Koch and I. Segev
editors, pp. 211-250 (1998).  The spinedemo simulation gives a detailed
example of the use of the difshell, taupump, and fixbuffer objects for
modeling calcium diffusion in dendritic spines.

Example:        create fixbuffer headbuf0
                setfield headbuf0 Btot 0.2 \ // Total buffer conc in mM
                                  kBf 5.0e5 \// Forward binding rate 1/(mM*sec)
                                  kBb 500    // Backward rate, 1/sec
                addmsg headbuf0 headshell0 BUFFER kBf kBb Bfree Bbound
                addmsg headshell0 headbuf0 CONCEN C
See also: difshell , taupump , Scripts/examples/spinedemo

26.27 freq_monitor

Object Type:    freq_monitor

Description:    Calculates running event (spike) frequency over a given time
                window using exponential weighting.

Author:         M. Wilson, Caltech (2/89), modified by D. Jaeger

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  freq_mon_type  [in src/device/dev_struct.h]

Size:           84 bytes

Fields:         tmin            minimum time interval which must be held by
                                  the buffer
                size            buffer size, in number of events
                current         current buffer location
                start           starting buffer location - 1
                end             last occupied buffer location
                event_size      size of each event data structure
                event           circular event buffer
                exponent        power by which to weight
                frequency       curent calculated value of the frequency
                                (set to zero on reset)

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       FrequencyMonitor  [in src/device/new_frequency.c]

Classes:        device

Actions:        PROCESS  RESET  CREATE

Messages:       NONZERO_TRIG    input   trigger on nonzero input
                ZERO_TRIG       input   trigger only when input is zero
                POSITIVE_TRIG   input   trigger on positive input
                NEGATIVE_TRIG   input   trigger on negtive input
                WINDOW          tmin    sets the window size tmin
                CONTINUOUS      input   triggers every time

------------------------------------------------------------------------------

Notes:          This is a frequency measuring device which computes the
                running event frequency over a time interval using exponential
                weighting.  The field "tmin" should be set in order to specify
                the interval or "window" for averaging.  Larger values give a
                smoother result.  If "exponent" is unequal to the default
                value of zero, inputs are weighted by exp(exponent*time).  The
                frequency field may be examined or sent to a graph.

                The first four messages are used to give it an input, and the
                counting of input events is triggered by one of the four
                conditions.  The most common way to use the frequency monitor
                is to set the "tmin" field to an appropriate timing window,
                send it a POSITIVE_TRIG message with the state of a spiking
                element, and send a "PLOT frequency" message from the monitor
                to a graph.

Example:        See the demonstration script Scripts/examples/spike/freqmon.g.

See also:       

26.28 funcgen

Object Type:    funcgen

Description:

This is a function generator which produces periodic output with a waveform
set by the mode field.

Author:         M. Wilson, Caltech (4/89)

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  funcgen_type  [in src/device/dev_struct.h]

Size:           96 bytes

Fields:         mode            flag: 0=sine; 1=square; 2=triangle; 3=constant
                amplitude       peak-to-peak amplitude
                dc_offset       constant to be added to output
                phase           phase in degrees
                frequency       frequency
                output          output waveform

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       FunctionGenerator  [in src/device/funcgen.c]

Classes:        device

Actions:        CHECK  PROCESS  RESET

Messages:       AMPLITUDE amplitude
                DC_OFFSET dc_offset
                PHASE phase
                FREQUENCY frequency

------------------------------------------------------------------------------

Notes:

In a simulation, you would set up messages between the funcgen element
(in our example it is called "funky") and other elements which are to
receive its output.  For example:

  addmsg funky funcplot PLOT output *function *red  // funcplot is an xgraph
  addmsg funky Exc_channel ACTIVATION output  // Exc_channel is a synchan

Example:        Scripts/examples/sigmoid

See also:       

26.29 fura2

Object Type:    fura2

Description:    Computes fura2 fluorescence in a single difshell.

Author:         E. De Schutter BBF-UIA 1/95

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  fura2_type [in src/concen/conc_struct.h]

Size:           104 bytes

Fields:         F340            F340 fluorescence
                F380            F380 fluorescence
                ratio           F340/F380

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       FuraRatio [in src/concen/fura2.c]

Classes:        concentration  segment

Actions:        RESET  PROCESS

Messages:       CONCEN  Bfree Bbound vol    (from all fura2 difbuffers)

------------------------------------------------------------------------------

Notes:          Computes the fluorescence signal of the fura-2 calcium
                indicator dye by adding together information from a series of
                difbuffers (representing the fura2 in shells).

                In order to use the fura2 object, create difbuffers to model
                the diffusion of the fura-2 dye and Ca buffering for each
                difshell that is associated with a compartment.  The Btot, D,
                kBf, and kBb fields for the difbuffers should be set to values
                that are typical of the ionic environment of the dye.  The
                difbuffers are linked to their difshells with the usual
                messages.

                Then send "CONCEN Bfree Bbound vol" messages to a single fura2
                element from each difbuffer that corresponds to the
                compartment for which you wish to calculate the fura-2
                fluorescence signal.
                
                For a general description of buffered calcium diffusion see:
                De Schutter E., and Smolen P., "Calcium dynamics in large
                neuronal models", in Methods in neuronal modeling: From ions
                to networks (2nd edition), C. Koch and I. Segev editors, pp.
                211-250 (1998).  Details of the GENESIS implementation of the
                fura2 object are given in Sec. 6.6.4.  Also see Blumenfeld et.
                al., Biophys. J. 63: 1146-1164 (1992) for additional
                discussion of fura-2 parameters.

Example:
See also: difshell , difbuffer

26.30 ghk

Object Type:    ghk

Description:    Calculates the Goldman-Hodgkin-Katz (constant field) equation
                for a single ionic species.  Provides current as well as
                reversal potential and slope conductance.

Author:         Subba Shankar 8/25/91, modified by EDS 9/93-10/96

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  ghk_type [in src/segment/seg_struct.h]

Size:           136 bytes

Fields:         Ik              channel current (calculated)
                Gk              channel conductance (calculated)
                Ek              channel reversal potential (calculated)
                T               temperature (degrees Celcius)
                p               permeability
                Vm              membrane potential
                Cin             concentration inside the compartment in mM
                Cout            concentration outside the cell in mM
                valency         charge on ion

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       Ghk [in src/segment/ghk.c]

Classes:        device channel

Actions:        CHECK  PROCESS  RESET

Messages:       Cin             concentration
                Cout            concentration
                VOLTAGE         Vm
                PERMEABILITY    p

------------------------------------------------------------------------------

Notes:

The general equation used is:

                            Cin * exp(K * Vm) - Cout
   Ik    =  -p * F * K * Vm  ------------------------
                               exp(K * Vm) - 1

            valency * F
  where K = -------------
            R * (T + 273)

  F = Faraday's constant (9.6487e4 coul/mol)

  R = universal gas constant (8.314 volts*coul/(deg K * mol))

Unlike the tabchannel or tab2Dchannel, it is not assumed that the current
obeys Ohm's law and is proportional to the membrane potential Vm.  However, a
compartment (or symcompartment) will expect a channel element to provide Gk
and the reversal potential Ek in a "CHANNEL Gk Ek" message, and use these to
calculate the incoming ionic current from Ik = Gk*(Ek - Vm).   In order for
a ghk element to be used like a channel, suitable values of Gk and Ek must
be provided.  This may be done by making the assumption that over a single time
step, Gk and Ek vary slowly compared to Vm.  Then the approximation can be
made that dIk/dVm = - Gk, and that Ek = (Ik + Gk*Vm)/Gk.  Thus, Ek is
calculated by the ghk element, rather than being set by the user or by
an incoming message.  Note that the sign of the current expresses the GENESIS
convention that current flow into a compartment is positive.

One way to use this object would be to let a voltage or ligand gated channel
element determine the permeability of the channel as a function of time,
voltage, concentration of ligand, etc., and then send that permeability to a
ghk element (as a message) to determine the net current through the channel.
The resulting Gk and Ek could be sent to the compartment that contains the
channel.  If you are keeping track of the concentration of your ion with a
concentration type element, you could send it the Ik field of the ghk element.
You could then get Cin or Cout messages from the concentration element into
the ghk element.

In the example below, the conductance Gk is sent to the ghk element in
a PERMEABILITY message.  Although the permeability p and conductance Gk
have differnet units, the scaling has been taken into account in the ghk
object, as long as SI (MKS) units are used.

A full explanation of the constant field equation can be found in:

  1) From Neuron to Brain, Kuffler, et al., Sinauer Assoc.
       2nd edition, (1984) p. 123, 130.
  2) Electric Current Flow in Excitable Cells, Jack, et al.,
       Oxford Press, (1983) p. 237.
  3) Ionic Channels of Ecitable Membranes, Hille, Sinauer Assoc.
       2nd edition, (1992) pp 345-347.

Example:    create ghk soma/Ca_ghk
            setfield soma/Ca_ghk Cin {CCaI} Cout {CCaO} valency 2.0 T {Temp}
            addmsg soma soma/Ca_ghk VOLTAGE Vm
            addmsg soma/Ca_ghk soma CHANNEL Gk Ek

            addmsg soma soma/CaT VOLTAGE Vm
            setfield soma/CaT Gbar {GCaTs*surf}
            addmsg soma/CaT soma/Ca_ghk PERMEABILITY Gk

            addmsg soma soma/CaP VOLTAGE Vm
            setfield soma/CaP Gbar {GCaPs*surf}
            addmsg soma/CaP soma/Ca_ghk PERMEABILITY Gk
See also: tabcurrent , setupghk , setupNaCa

26.31 hebbsynchan

Object Type:    hebbsynchan
 
Description:    Synaptically activated channel with a simple mechanism for
                hebbian weight changes as a function of pre- and postsynaptic
                activities.
 
Author:         Mike Vanier 9/95; revised 4/96
 
--------------------------------------------------------------------------------
 
ELEMENT PARAMETERS

DataStructure:  HebbSynchan_type  [in src/newconn/newconn_struct.h]
 
Size:           296 bytes
 
Fields:         activation         driving force (transmitter) for channel
                                   conductance
                Ik                 channel current
                Gk                 time varying channel conductance
                Ek                 reversal potential of channel
                tau1               first time constant of channel activation
                tau2               second time constant of channel activation
                gmax               peak channel conductance
                frequency          random activation frequency (default = 0)
                nsynapses          number of incoming spike messages (read only)
                event_buffer_size  size of event buffer (read only)
                pending_events     number of pending spike events in event
                                   buffer (read only)
                nodes_per_synapse  number of event nodes to allocate per
                                   synapse (default = 1)
                synapse            synapse buffer
                pre_tau1           rise time constant for presynaptic averaging
                pre_tau2           decay time constant for presynaptic averaging
                pre_thresh_lo      lower presynaptic threshold
                pre_thresh_hi      upper presynaptic threshold
                avg_Vm             averaged membrane potential (read only)
                post_tau           time constant for postsynaptic averaging
                post_thresh_lo     lower postsynaptic threshold
                post_thresh_hi     upper postsynaptic threshold
                post_scale         scaling factor for postsynaptic activities 
                weight_change_rate rate of weight change (roughly in units/sec)
                min_weight         minimum weight
                max_weight         maximum weight  
                change_weights     flag: nonzero means weights can be changed 

--------------------------------------------------------------------------------

SIMULATION PARAMETERS
 
Function:       HebbSynchan  [in src/newconn/hebbsynchan.c]
 
Classes:        segment channel synchannel
 
Actions:        CREATE             set synapse_size hidden field
                INIT               assign activation = 0
                PROCESS            update Gk, calculate Ik; calculate hebbian
                                   presynaptic and postsynaptic activities
                RESET              assign activation = 0, Gk = 0; calculate
                                   time-step-dependent coefficients
                RECALC             recalculate time-step-dependent coefficients
                CHECK              make sure tau1 > 0, tau2 > 0; make sure a 
                                   VOLTAGE message is present (in order to 
                                   calculate Ik); check hebbian fields, etc.
                SAVE2              called by the save command
                RESTORE2           called by the restore command
                EVENT              put a spike event into the event buffer
                ADDMSGIN
                DELETEMSGIN
                MSGINDELETED
                RESETBUFFER        reset size of event buffer to 
                                   (nodes_per_synapse * nsynapses) nodes
                DELETE             delete the element
                COPY               copies the element
 
Messages:       VOLTAGE            Vm
                ACTIVATION         activation
                RAND_ACTIVATION    probability amplitude
                MOD                modulation
                WEIGHT_CHANGE_MOD  modulation
                SPIKE
 
------------------------------------------------------------------------------

Notes:          This object simulates a time-dependent synaptically
                activated ionic channel.  A variable channel conductance Gk
                is activated by the application of transmitter. This
                conductance then changes with damped second-order
                characteristics with a time course given by two time
                constants tau1 and tau2.  This gives rise to an
                alpha-function/dual-exponential conductance waveform for an
                impulse spike input.  The channel also calculates channel
                current Ik and therefore needs the membrane state (Vm).

                Each SPIKE message to a synchan or hebbsynchan establishes a
                synaptic connection and increments nsynapses.  The synapses
                are numbered starting with 0, and each contains a field for a
                synaptic weight and a propagation delay.  For example, the
                weight of the first synaptic connection is held in the field
                "synapse[0].weight".  Gk reaches a value gmax*weight for a
                single event delivered with a SPIKE message.  Note that even
                though synapses are not elements, they do have fields that can
                be accessed individually.  They can be thought of as
                "sub-elements" or substructures of the element.  The fields
                the user should be concerned about in the synapse are "weight"
                and "delay".

                The above description is also true for the synchan object.
                Hebbsynchans also have a "pre_activity" field, described
                below.  Note that this field was named "pre_avg" in GENESIS
                version 2.0.1.  The hebbsynchan object also updates the
                synaptic weights of the synapses based on the presynaptic
                "activities" (which are calculated separately for each
                synapse) and the postsynaptic activity (which is the same for
                all synapses which are part of a given hebbsynchan).  The
                activities are artificial values which do not have a direct
                relationship to any real biological entities; very loosely we
                can think of the presynaptic activity as being the amount of
                calcium current through an NMDA receptor while the
                postsynaptic activity is derived from an average of the
                postsynaptic membrane potential (which will affect NMDA
                receptors in reality).  The pre- and postsynaptic activities
                are used to update the weights in a roughly Hebbian manner
                described below, which is similar but by no means identical to
                the way NMDA-dependent LTP works.  For serious GENESIS
                hackers, we have isolated the actual weight change algorithm
                in a single function in "hebbsynchan.c" which can be altered
                if you need a different algorithm.  If you want to calculate
                pre- or postsynaptic activities differently you have to do a
                lot more work.

                The presynaptic activity is calculated by having each spike
                generate a generalized alpha-function waveform with a
                maximum size of 1 in the "pre_activity" field of the
                synapse.  This is meant to be analogous to an NMDA channel
                conductance so the rise and fall times should be slow; for
                instance we might use pre_tau1 of 10 msec and pre_tau2 of
                100 msec.  Note that this activity value doesn't mean that
                there is a slow conductance being simulated here; it's just
                used to determine a measure of presynaptic spiking
                activity.  When weight updates occur, the presynaptic
                activity relative to two thresholds (pre_thresh_lo and
                pre_thresh_hi) are used to calculate the weight change (see
                below).

                Also at each time step, the membrane potential of the
                compartment the hebbsynchan is connected to is used to
                update the "avg_Vm" field.  This is done by running the Vm
                of the compartment through a leaky integrator with a time
                constant of post_tau.  When weight updates occur, the
                postsynaptic activity relative to two thresholds
                (post_thresh_lo and post_thresh_hi) are used to calculate
                the weight change (see below).  Also, since presynaptic
                activity values are dimensionless but avg_Vm has the
                dimensions of volts, postsynaptic activities are internally
                calculated by dividing the difference between avg_Vm and
                the nearest threshold by "post_scale", which is also in
                units of volts.  You can think of post_scale as the amount
                that avg_Vm has to be above threshold to give a
                postsynaptic activity of 1.0.

                The 2-d space defined by the pre- and postsynaptic
                activities are separated into 9 regions based on two
                presynaptic and two postsynaptic thresholds (called
                "pre_thresh_lo", "pre_thresh_hi", "post_thresh_lo", and
                "post_thresh_hi").  The values of the thresholds are fixed
                and are specified by the user.  The weight changes in each
                of the nine regions are as follows:

             ---------> Presynaptic activity ----->

             low              medium              high

Post-                 |                    |
synaptic              |                    |
activity:             |                    |
             no       |     no change      |  decrease
low        change     |                    |
 |                    |                    |
 |                    |                    |
 |       -------------------------------------------------- <--- post_thresh_lo
 |                    |                    |
 |                    |                    |
\|/       no change   |     no change      |  no change
medium                |                    |
 |                    |                    |
 |                    |                    |
 |                    |                    |
 |       -------------------------------------------------- <--- post_thresh_hi
 |                    |                    |
 |                    |                    |
\|/       decrease    |     no change      |  increase
high                  |                    |
                      |                    |
                      |                    |
                      |                    |

                     ^^^                  ^^^
                pre_thresh_lo          pre_thresh_hi

                The diagram shows what happens for various combinations of
                pre- and postsynaptic activities.  Note that if
                pre_thresh_lo = pre_thresh_hi and post_thresh_lo =
                post_thresh_hi then there are only four regions and the
                weights will always be changing unless both presynaptic and
                postsynaptic activities are below the thresholds.  The
                weight change algorithm used converts pre_activity into a
                value which is the difference between the pre_activity of
                the synapse and the nearest threshold value i.e.

                real_pre_activity = pre_activity - pre_thresh_hi 
                                  (if pre_activity > pre_thresh_hi), OR
                                  = pre_activity - pre_thresh_lo
                                  (if pre_activity < pre_thresh_lo;
                                   note that this gives a negative number), OR
                                  = 0 otherwise

                Similarly, the weight change algorithm calculates a "real"
                postsynaptic activity as follows:

                real_post_activity = (avg_Vm - post_thresh_hi) / post_scale
                                   (if avg_Vm > post_thresh_hi), OR
                                   = (avg_Vm - post_thresh_lo) / post_scale
                                   (if post_activity < post_thresh_lo;
                                   note that this gives a negative number), OR
                                   = 0 otherwise

                Note that the post_thresh values are both in units of
                volts, like avg_Vm.

                Once we have the "real" pre- and postsynaptic activities we
                can update the weights.  Essentially the algorithm now is
                just the Hebb algorithm:

                weight_change = real_pre_activity * real_post_activity *
                                weight_change_rate * dt;

                where dt is the time step size in seconds.  The
                weight_change_rate is a field in the object and has units
                of (1/time).  Thus the overall weight change is
                dimensionless, as is the weight itself.  If
                (real_pre_activity * real_post_activity *
                weight_change_rate) equalled 1.0, then the weight would
                increase roughly at the rate of 1 unit per second.  One
                neat feature of this scheme is that if weight_change_rate
                is negative you get an anti-Hebbian synapse.

                Unfortunately, there's more to it than this.  There are
                also two fields called "min_weight" and "max_weight" which
                keep the weights of synapses connected to the hebbsynchan
                within specified limits.  We could in theory just truncate
                the weights if the weight change algorithm tried to push it
                beyond the limits, but in order to make it more smooth the
                weight change calculated above is modified depending on how
                close you are to min_weight or max_weight.  The effect of
                this is that the weight change rate is reduced when you
                approach either limit.

                There is also a field called "change_weights".  If this is
                set to zero, no weight changes will occur.  Otherwise,
                weight updates will occur according to the above algorithm.
                In addition, hebbsynchans can receive a WEIGHT_CHANGE_MOD
                message (or multiple messages of this type) which will
                modify the effective value of weight_change_rate based on
                the message value.  In this case the effective
                weight_change_rate is the product of the value in the field
                of the object and the value in the message.  The field
                value is not changed.  Thus you can have, say, a
                sinusoidally varying weight change rate by setting
                weight_change_rate to 1.0 and adding a WEIGHT_CHANGE_MOD
                message from a sine wave generator (funcgen object) where
                the sine wave varies from 0 to 2.0, say.

                The "copy" command will fail for any synchan or hebbsynchan
                which is receiving SPIKE messages.  The correct way to set
                up simulations is to set up prototype cells which do not
                receive any SPIKE messages on their synchans, copy these
                cells, and then add the appropriate SPIKE messages (by hand
                or by using planarconnect or volumeconnect).  We are
                working on a more "intelligent" copy command which will
                permit copying of synchans with SPIKE messages, but for
                now, don't do it.

                Default values of hebbian parameters (SI units are assumed
                here):

                pre_tau1             0.010     // seconds
                pre_tau2             0.100     // seconds
                pre_thresh_lo        3.0                          
                pre_thresh_hi        3.0                          
                post_thresh_lo      -0.065     // Volts                
                post_thresh_hi      -0.065     // Volts                
                post_scale           0.002     // Volts    
                weight_change_rate   1.0                                
                min_weight           0.0                                       
                max_weight           100.0                                     
                change_weights       1             
                
                The RESET action does not restore the weights to the original
                (unlearned) values.  If you wish to re-run a simulation
                starting from the initial state, write a script function that
                sets the weights to the original values and then performs a
                reset.

Example:        Scripts/examples/hebb/hebb.g
See also: synchan , resetsynchanbuffers , Connections , NewSynapticObjects

26.32 hh_channel

Object Type:    hh_channel

Description:    Implements the channel model described in A.L.Hodgkin and
                A.F.Huxley, J.Physiol(Lond) 117, pp 500-544 (1952)

                In the Hodgkin-Huxley model, the general form for the
                channel conductance is represented as being proportional to
                an activation state variable raised to an integer power
                times an inactivation state variable raised to another
                integer power.  The hh_channel object calculates the channel
                conductance from the equation

                        Gk = Gbar*X^Xpower * Y^Ypower

                In the usual Hodgkin-Huxley notation for the Na channel, X
                corresponds to the activation variable, m, with Xpower = 3,
                and Y corresponds to the inactivation variable, h, with
                Ypower = 1.

                Channel elements which are created from the hh_channel
                object calculate both X and Y by solving differential
                equations of the form

                        dX/dt = alpha*(1-X) - beta*X

                The voltage-dependent rate variables, alpha and beta, can
                each assume one of the three functional forms:

                1 (EXPONENTIAL): alpha(v) = A exp((v-V0)/B)
                2 (SIGMOID):     alpha(v) = A / (exp((v-V0)/B) + 1)
                3 (LINOID):      alpha(v) = A (v-V0) / (exp((v-V0)/B) - 1)

                The form to be used and the constants A, B and V0 are
                specified for each rate variable by setting fields in the
                hh_channel element.

Author:         M. Nelson, Caltech (8/88)

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  hh_channel_type  [in src/hh/hh_struct.h]

Size:           184 bytes

Fields:         activation      channel activation
                Gk              channel conductance
                Ik              channel current
                Ek              channel reversal potential
                Gbar            channel maximum conductance
                X               value of X gate (m)
                Y               value of Y gate (h)
                Xpower          power to raise X gate to
                Ypower          power to raise Y gate to
                X_alpha_FORM    Equation form for X gate alpha rate constant
                                1 = EXPONENTIAL, 2 = SIGMOID, 3 = LINOID
                X_alpha_A       A constant for X gate alpha rate constant
                X_alpha_B       B constant for X gate alpha rate constant
                X_alpha_V0      V0 constant for X gate alpha rate constant
                X_beta_FORM     Equation form for X gate beta rate constant
                                1 = EXPONENTIAL, 2 = SIGMOID, 3 = LINOID
                X_beta_A        A constant for X gate beta rate constant
                X_beta_B        B constant for X gate beta rate constant
                X_beta_V0       V0 constant for X gate beta rate constant
                Y_alpha_FORM    Equation form for Y gate alpha rate constant
                                1 = EXPONENTIAL, 2 = SIGMOID, 3 = LINOID
                Y_alpha_A       A constant for Y gate alpha rate constant
                Y_alpha_B       B constant for Y gate alpha rate constant
                Y_alpha_V0      V0 constant for Y gate alpha rate constant
                Y_beta_FORM     Equation form for Y gate beta rate constant
                                1 = EXPONENTIAL, 2 = SIGMOID, 3 = LINOID
                Y_beta_A        A constant for Y gate beta rate constant
                Y_beta_B        B constant for Y gate beta rate constant
                Y_beta_V0       V0 constant for Y gate beta rate constant

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       hh_channel  [in src/hh/channel.c]

Classes:        segment channel

Actions:        INIT
                PROCESS
                RESET
                CHECK
                CALC_ALPHA
                CALC_BETA
                CALC_MINF

Messages:       VOLTAGE Vm

------------------------------------------------------------------------------

Notes:          The tabchannel object provides a faster and more general way
                to implement this type of channel.

                The CALC_ALPHA, CALC_BETA, and CALC_MINF actions are used with
                calls of the form

                        y = {call <element> CALC_ALPHA <gate> <x-value>}
 
                in order to access values of alpha, beta or m_inf (the steady
                state activation, alpha/(alpha + beta)) for the specified gate
                (X or Y) and a particular value of the independent variable.
                This feature is most often used for making plots of these
                quantities.  Note that the activation time constant can be
                calculated from tau = 1/(alpha + beta).

Example:        Scripts/neurokit/prototypes/hhchan.g
See also: tabchannel , vdep_channel

26.33 hillpump

Object Type:    hillpump

Description:    A simple model for the store membrane pump (SERCA), similar
                to the mmpump, but with a Hill exponent.

Author:         E. De Schutter BBF-UIA 11/97

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  hillpump_type [in src/concen/conc_struct.h]

Size:           92 bytes

Fields:         vmax            maximum pump velocity, scaled by mebrane
                                surface area.  i.e., max ion flux in moles/sec.
                Kd              disassociation constant
                Hill            Hill exponent

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       HillPump [in src/concen/hillpump.c]]

Classes::       gate segment

Actions:        CHECK  RESET  PROCESS  INIT

Messages:       MMKD   Kd  (changes Kd value)

------------------------------------------------------------------------------

Notes:

The hillpump is similar to the mmpump, and is coupled to a difshell to reduce
the concentration in the shell, and to a concpool to increase the
concentration.  The message "HILLPUMP vmax Kd Hill" to a difshell causes the
concentration to change as dC/dt = -vmax*(C^Hill/(C^Hill+Kd)/vol.  When sent
to a concpool, it changes the concentration with the opposite sign.  Note that
the maximum pump velocity vmax should have previously been multiplied by the
membrane surface area, so that it is in moles/sec.

This does not have the electrogenic effect (Ik) calculation of the mmpump.  It
gets Kd from a MMKD message (or a setfield), and simply stores Kd, vmax, Hill,
letting the difshell or concpool do the calculations.

Example:        
See also: mmpump , difshell , concpool

26.34 hsolve

Object Type:    hsolve

Description:    An object used for implementing the Hines method for the
                implicit solution of dendritic trees, as well as a set of
                routines that maximize speed.  This allows faster, more
                stable numerical integration methods to be used with GENESIS,
                particularly when there are many compartments in a cell.

Author:         U. S. Bhalla and E. De Schutter Caltech 91-93,
                E. De Schutter BBF-UIA 94-99.

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  hsolve_type  [in src/hines/hines_struct.h]

Size:   552 bytes

Fields: path            wildcard list of compartments to be
                        integrated; specifies all compartments
                        belonging to cell which hsolve element will
                        deal with.  The default is
                        ./##[][TYPE=compartment]

        chanmode        flag that controls channel computations and
                        chip-array use.

                        0 = default. It is the most general, uses least memory
                        and is slowest (no chip-array).  It takes over the
                        actions of compartments only, computing all other
                        object types as before.  As a consequence, all
                        computed fields of the original elements are updated,
                        and all user-setable fields may be set, just as before
                        the element was taken over by the hsolve element.
                        This means that you can add and delete outgoing
                        messages to compartments or other elements whenever
                        you like and easily change parameters during the
                        course of the simulation, making this the easiest mode
                        to use.  It is also the most compatible mode of
                        operation, and is guaranteed to work with any future
                        new object type.  One significant limitation is that
                        you cannot add or delete AXIAL, RAXIAL or CHANNEL
                        messages, once the hsolve element has been created.
                        In order to calculate the compartment Im field,
                        the compute_Im flag must be set.

                        1 = like chanmode 0, but optimizes calculations for
                        tabchannel equations.  This will be faster than
                        chanmode 0 for models containing tabchannels and
                        tab2Dchannels.

                        2 = assumes integer exponents (maximum = 6) for
                        tabchannel and tab2Dchannel gate variables.  Chanmodes
                        2-5 are the fastest because of the large 'chip-array'.
                        Under these moses, you can no longer assume that all
                        the fields of the elements that are taken over by
                        hsolve will be updated.  Incoming and outgoing
                        messages to and from the disabled elements will work
                        properly, provided that they were added prior to
                        setting up the hsolve element.  However, the Vm fields
                        of all compartments are automatically updated under
                        chanmode 2, whether or not there were pre-existing
                        messages to output Vm.  Note also that several fields
                        (Gk, Ik, Ek, and Im) are not available for output in
                        chanmodes 2 and 3, so you have to use chanmode 4 or 5
                        with findsolvefield if you want to output these fields.

                        3 = as chanmode 2, but Vm fields of compartments are
                        not automatically updated.  This mode is faster than
                        chanmode 2, at the expense of somewhat greater memory
                        usage.  All disabled elements (including compartments)
                        that had outgoing messages to non-hsolved objects
                        during the SETUP call are updated at a rate determined
                        by outclock.  Thus SAVE and PLOT messages will work
                        properly, except with the fields Gk, Ik, Ek, and Im.

                        4 = as chanmode 3, but more variables (e.g. Gk, Ik,
                        Ek, Im and leak) are stored by hsolve so that they can
                        be accessed by SAVE or PLOT messages (see
                        findsolvefield documentation for more details).  The
                        added field, leak, is available for each compartment
                        to give the current flowing through the membrane
                        resistance Rm.  Im is calculated directly as the sum
                        of the channel currents and the leakage current.

                        5 = as chanmode 4, but normalizes the currents and
                        conductances stored in the hsolve givals array (for
                        display purposes only).

        computeIm       flag to determine whether the compartment Im field
                        is calculated in chanmodes 0 and 1.  If set, Im is
                        approximated by the sum of axial currents and injected
                        current, as done for non-hsolved compartments and
                        symcompartments.

                        0 = the default, does not calculate Im.
                        1 = calculates Im, with a decrease in speed.
                        
        comptmode       flag that selects option for compartment computations

                        0 = uses least memory, and is slightly slower. However
                        the amount of time spent in this part is usually less
                        than 10% of the total, so this should not matter.

                        1 = the default, uses a lot of memory and is twice as
                        fast for the actual Hines matrix calculation.  This
                        may be only a 5% difference.  comptmode 1 is
                        required for chanmodes 2-5.

        calcmode        flag affecting operations for chanmodes 2-5.

                        0 = no interpolation will be performed in lookup
                        tables.  This mode is for backward compatibility with
                        older versions of hsolve (prior to GENESIS 2.1) which
                        did not use interpolation.

                        1 = default mode with linear interpolation of values
                        in lookup tables.

        storemode       flag, only valid for chanmodes 4 and 5,  to allow the
                        output of total currents and conductances.  For each
                        type of voltage gated channel in the model, the total
                        currents or conductances are the sum of the
                        corresponding Ik or Gk fields for all compartments
                        where the channel is present.  This assumes that these
                        channels have the same name in each compartment.
                        These are stored in an array called itotal.  When the
                        hsolve element is set up, a message will be output
                        giving a list of channel names and corresponding
                        itotal indices, if the 'silent' command has previously
                        been given with a negative argument. 

                        0 = no sums are stored.
                        1 = total currents are stored.
                        2 = total conductances are stored.

        no_elminfo      = 0/1; flag that controls whether the HPUT and HSET
                        actions will work.  Is relevant only for chanmodes
                        2-5.  Default is zero (HPUT and HSET work).
                        Saves memory if non-zero value is used (HPUT, HSET
                        do not work; HRESTORE and HSAVE do).

        outclock        number [0-99] of the clock used for all element
                        updates if chanmode = 3, 4, or 5, will affect SAVE and
                        PLOT messages.  The element update routines are not
                        very efficient, so setting them to a slower clock will
                        speed up things.  Note however that any object that is
                        not computed by the hines solver and that depends on a
                        message from a hsolve-computed object will be affected.

        The other fields displayed with the showobject command are NOT
        to be set by the user.

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       HinesSolver  [in src/hines/hsolve.c]

Classes:        hsolver

Actions:        RESET   does the standard reset functions, but also for
                        chanmodes 2-5, it will update all parameters in
                        the chip-array (equivalent to a HRESTORE call) and
                        recompute rate factor tables if clocks were changed.

                DELETE  standard actions
                PROCESS standard actions

                SETUP   setup all internal tables.  Must be called before the
                        hsolve element is used.  User accessible fields
                        (path, chanmode, etc.) should have been set.  Model
                        changes after the SETUP call may have no effect on
                        the computations.

                DUPLICATE  does an efficient duplication of an hsolve element.
                        Use this in a network simulation for identical
                        copies of a neuron. Only the tables containing
                        changing parameters (Vm, etc.) will be duplicated.
                        Syntax: call hsolve1 DUPLICATE hsolve2 duplic_path

                HPUT    updates chip-array.  Fields from a single element are
                        put into the chip-array (chanmodes 2 or 3).  Do this
                        call after a setfield command on the element.
                        Syntax: call hsolve HPUT element_path

                HGET    updates hsolve-computed element.  Computed values are
                        put from the chip-array into a single element
                        (chanmodes 2-5).  Do this call before a getfield on
                        the element.  Syntax: call hsolve HGET element_path

                HRESTORE the complete chip-array is updated.  Fields from all
                        hsolve-computed elements are put into chip-array
                        (chanmodes 2-5).  Do this call after a restore
                        command or after multiple setfield commands.
                        Syntax: call hsolve HRESTORE

                HSAVE   all hsolve-computed elements are updated.  Computed
                        values are put from the chip array into all elements
                        (chanmodes 2-5).  Do this call before a save
                        command or before multiple getfield commands.
                        Syntax: call hsolve HSAVE

Messages:       None.   

Example:

        // Do all the preparatory grunge work
        .
        .
        // create the cell as an hsolve element
        readcell test.p /test -hsolve

        // set the chanmode, comptmode and calcmode (if other than defaults)
        setfield /test chanmode 2

        // set up the arrays and tables for the solver
        call /test/solve SETUP
        // use the Crank-Nicholson method for the hsolve element
        setmethod 11
        // It is essential to call reset (or reschedule) after setting
        // up an hsolver, so that the process list gets updated.
        reset

------------------------------------------------------------------------------

Notes:

The hsolve element completely takes over the calculations for compartment and
symcompartment elements and certain other elements specified as part of the
cell. Each hsolve element should only solve one cell. The timestep for the
integration is determined by the clock assigned to the hsolve element, and the
clocks for these elements which are taken over are ignored.

When using the Hines solver with a neuron, it is best to think of the entire
neuron as a single object since the individual compartments within the cell
are no longer responsible for their own computations.  This loss of object
orientedness is mitigated to some degree by the ability of the solver to
transparently interact with elements utilizing other integration schemes.

There are 2 basic modes for hsolve operation: without chip-array (chanmode 0
or 1), or with chip-array (chanmodes 2-5).  Without chip-array is the most
compatible mode, but is the slowest.  With the chip-array, hsolve is much
faster because the original elements are no longer used, instead all
simulation parameters are stored in a huge array (this improves memory access
times).  Unfortunately you can no longer expect that it will update the fields
in computed objects (like Vm in a compartment or Ca in Ca_concen) so that
graphic or file output might not work.  Vice versa, if you change a field
(like inject in compartment) it might not affect the simulation.  However,
there are methods available to get values in and out of the chip-array, which
involve special settings and/or the use of the HPUT, HGET, HSAVE and HRESTORE
actions listed above.  This is ilustrated in another example below.  The
documentation for findsolvefield describes another method, introduced in
GENESIS 2.1, that also allows access to these values.

The example above illustrates the process of setting up the hsolve element.
First, one should create the cell as an hsolve element at the root of the cell
element tree.  This may be done in one step by using the "-hsolve" option with
readcell.  Note that, starting with GENESIS version 2.2, it is necessary to
provide the full path to the cell when using readcell to directly create an
hsolve.  (e.g.  you can't use "readcell test.p test -hsolve", even if "/" is
the current working element.)

If readcell is not used, then the hsolved cell should be created with
statements like

    create hsolve /test
    create compartment /test/soma
    create tabchannel /test/soma/Na_channel
    ...

It is required that only compartments (or symcompartments) be children of the
cell, and that channel, concentration, etc. elements should be children or
grandchildren of the compartment to which they are attached.

Next, set any fields of the hsolve which are needed to specify non-default
values of chanmode, comptmode, calcmode, storemode, etc.  Then, one needs to
call the SETUP action in order to tell the hsolve element to create all the
solution arrays and tables.  Finally, chose either method 10 (backwards Euler)
or 11 (Crank-Nicholson) as the method to be used.  All elements that lie
outside this tree will continue to be treated by the previous explicit method
(typically exponential Euler).  The Scripts/examples/hines directory contains
an example that which demonstrates both chanmodes 0 and 2.

Although it is not presently necessary to create the hsolve element as the
root of the element tree, future versions of hsolve may require this.  The
older method of creating the hsolve is to create the cell as a neutral
element, create the hsolve element as a child element, and then set the hsolve
path field to indicate which elements will be taken over.  Typically, a
wildcard path is used to refer to all compartment elements in the simulation.
This includes all hsolvable sublelements of these compartments.  For example,

        // readcell will place the compartments below the neutral '/test'
        readcell test.p /test

        // create the hines solver element below the cell '/test'
        create hsolve /test/solve

        // Specify the path for the solver
        setfield /test/solve path /test/##[][TYPE=compartment]

RESTRICTIONS

It is important to be aware of some of the restrictions imposed by the use
of hsolve:

Only the objects compartment, symcompartment, tabchannel, tab2Dchannel,
tabcurrent, spikegen, Ca_concen, concpool, nernst, Mg_block, ghk, taupump,
mmpump, hillpump, difshell, fixbuffer, difbuffer, dif2buffer, fura2, synchan,
and the oldconn library channels channelC2 and channelC3 are handled by
hsolve.  If your simulation uses these listed objects, the use of hsolve will
increase speed significantly.  Note that as of GENESIS version 2.2,
symcompartment objects are handled by hsolve.

An important restriction introduced in GENESIS version 2.1 is that, for
chanmodes 2-5, the element tree of your cell (or other element tree to be
taken over by hsolve) must not contain any non-hsolvable elements other than
neutral elements.  For existing simulations which violate this restriction, it
will be easiest to switch to chanmode 0 or 1.

It is not guaranteed that messages from unlisted objects to listed objects
will work, though solve should alert you about any such incompatibilities.
Most incoming messages will work if you use chanmodes 2-5, however you will
receive a warning if the source of the message is not hsolved.  This is to let
you know that the source element is being solved by a less accurate explicit
method.  Messages from listed to unlisted objects will only work for certain
chanmode settings.

hsolve does not keep track of changes made to the model after the hsolve SETUP
command (particularly the following commands: create, copy, delete, addmsg,
deletemsg).  In chanmode 0 or 1 this only affects the listed objects and
messages between them; in chanmodes 2-5 this affects the listed objects and
ALL messages going in or out from them.  The hsolver should be used in these
modes only for finished models (you can use it for parameter searches); do not
use it if you are still constructing and testing a model.

hsolve may miscalculate if you change clocks used by tabchannels,
tab2Dchannels, synchans, or channelC2/C3 objects without doing a reset (only
in chanmodes 2-5).

The Hines solver utilizes a considerable amount of memory.  Memory use
increases as the result of comptmode + chanmode - no_elminfo flags.  In
particular, going from chanmode 0 or 1 to chanmode 2, 3, or 4 causes a big
jump in memory usage.  Approximately 100 bytes are required per compartment if
the speed-optimized version of the hsolve element is used. Most of this
storage is for tables describing the sequence of calculations. These tables
can, however, be shared between cells which are identical in topology and
differ only in parameter values.

FURTHER EXAMPLES

* Copying cells with the hsolve element

When a cell using the hsolve element is copied, the pointers in the
duplicated hsolve element are unchanged. In other words, they refer back to
the original cell. One could simply change the path to refer to the current
cell and call SETUP again, but that would unnecessarily duplicate a lot of
tables.  The efficient option would be to use the original tables where they
are identical, and construct new ones where they refer to the current cell.
This is done using the DUPLICATE sction, which takes the name of the new
hsolve element and a wildcard path duplic_path as arguments.  duplic_path
points to all compartments that should be taken over by the new solver.
For example,

        // Copy the original cell to /test2
        copy /test /test2

        // create the hines solver element below the cell '/test'
        create hsolve /test/solve

        // Specify the path for the solver and the chanmode
        setfield /test/solve path /test/##[][TYPE=compartment] chanmode 4

        call /test/solve SETUP

        // Duplicate the hsolver
        call /test/solve DUPLICATE /test2/solve /test2/##[][TYPE=compartment]

        reset

There are several commands, including createmap and cellsheet, that copy
cells. The DUPLICATE command should be issued for the hsolvers on each copy.
When using chanmodes 3 or higher, findsolvefield must be used with messages in
order to access fields of duplicated hsolves, as shown in the documentation
for findsolvefield.

* Deleting hsolve elements

When an hsolve element is set up it removes the relevant channels and
compartments from the list of elements to be processed, by setting a bit
(0x100) on the flag field of those elements. These elements are re-enabled
and the bit set back to 0 when the hsolve element is deleted.

WARNING: in the present implementation, the hsolve element does not check
whether it has had duplicates made using the DUPLICATE command. This makes it
possible to delete the tables for all of the copies by deleting any one of
them, resulting in segmentation violations and similar amusements. In other
words, do not delete hsolves on duplicated cells.

* Accessing data fields in chanmodes 2-5.

A script similar to this example might be used for running a long simulation
as a background job, using no graphics.  The HPUT and HSAVE actions are used
in chanmode 2 or 3 to allow the simulation results and the final state of
the simulation to be saved to disk.  A disk_out element is used to output the
Vm of a soma compartment in a compressed binary format.  However, it is
equally possible to output Vm from every compartment, or from an array of
cells.  Later, a script using a disk_in element can display the results using
messages from the disk_in to an xgraph or xview.  The save command is used
here to save field values of all elements except nernst elements and the
hsolve element.  This will allow the simulation to be resumed from its final
state by using the restore command.

For more details, see Scripts/examples/XODUS/fileview and the documentation
for disk_out, disk_in, save, and restore.

        /* load scripts and global variables */
        include defaults
        include other_stuff

        pushe /library
        make_my_stuff
        pope

        /* make the model */
        readcell my_cell {my_cellpath} -hsolve

        /* set the clocks */
        setclock 0 1e-5   /* integration */
        setclock 1 1e-4   /* output */

        /* create the output or graphics elements */

        /* note that if you want to output Vm only, but from multiple
        ** compartments, you should use chanmode == 2; if you want to
        **  output other fields or Vm from only one compartment, 
        ** use chanmode == 3 */

        create disk_out /output/disk
        useclock /output/disk 1
        addmsg {my_cellpath}/soma /output/disk Vm
        addmsg ...

        /* create any other elements */
        ....

        /* setup the hines solver */
        setfield {my_cellpath} \
                comptmode   1 \
                chanmode    3 \
                outclock    1
        call {my_cellpath} SETUP
        setmethod 11              // Crank-Nicholson integration method

        /* initialize output */
        setfield /output/plot_out filename {filename} initialize 1
        setfield /output/plot_out filename {filename} append 1 leave_open 1

        reset

        step 0.10 -t
        /* do a current injection */
        setfield {my_cellpath}/soma inject 1.0e-9         /* in Amps */
        /* update chip array */
        call {my_cellpath} HPUT {my_cellpath}/soma 
        step 2.00 -t

        /* save the integration values to disk */
        call {my_cellpath} HSAVE
        save {my_cellpath}/##[][TYPE!=nernst][TYPE!=hsolve] {savename} 

        quit

---------------------------------------------------------------------------
DETAILED DESCRIPTION

The Hines library provides elements and functions for the efficient implicit
solution of the systems of differential equations arising in single-neuron
models. The sparse matrix arising from the the branched structure of neurons
is ordered by the method described by Michael Hines, which permits it to be
solved in order N operations using Gaussian elimination without pivoting.
The nonlinear equations resulting from the Hodgkin-Huxley description of ion
channels are treated as conditionally linear, and also solved in an
efficient, second-order manner.  Compatibility with other integration
schemes is maintained so that mixed integration schemes are feasible.

The element sets up a data structure whereby the only change needed for
other identical cells is to reassign pointers to the compartment and channel
elements.  This avoids having to reallocate and rederive the solving
scheme.  Solutions are done using gaussian forward and backward elimination
without pivoting. The numbering and evaluation sequence ensures that no new
off-diagonal terms are formed which might mess up the sparse matrix
representation.  The sparse matrix is represented by a single 'values' array
indexed using the ri and cip arrays.  The actual solution system is stored
as a linear sequence of operations on the 'values' array, in an attempt to
speed things up a bit.

The implicit method leads to numerically stable solutions for all time
steps.  Numerical accuracy, however, imposes limits on the integration time
step which must be empirically evaluated for each simulation.  Typical
values are 100 microsecond time steps for purely passive membranes and 20
microsecond time steps for membranes with active channels.  This confers a
considerable speed up in detailed neuronal simulations where the presence of
electrotonically small compartments (such as dendritic spines) leads to
systems of equations which are numerically very stiff. In order to obtain
similar accuracy using explicit integration methods, time steps in the
nanosecond range may be required.

In addition to the substantial speed advantage gained from the use of an
implicit solution, the coding of the Hines solver element has been done with
a view to computational efficiency.  This results in a speed up of around 50%
compared to the same model with the same time step, using the conventional
explicit Euler integration scheme.

Code changes needed for the Hines library

This section is probably of interest only to individuals who have developed
their own code libraries and who are deeply entangled in GENESIS coding
issues. For most users the changes are transparent, once the .simrc and
schedule.g file have been updated to reflect the addition of a new library.

The incorporation of a completely new integration scheme to the simulator can
be expected to have numerous repercussions. Fortunately, the changes needed for
the Hines library turned out to be relatively painless. No changes were needed
for the code of any of the existing elements. There is a slight rearrangement
of the order of fields in the various channel objects, and a new globally
#define'd type called CHAN_TYPE has been created so that all these channel
objects have the following common fields at identical memory offsets: Ik, Gk
and Ek (See src/sim/struct_defs.h). All channels whose structures obey this
convention can be used in cells utilizing the hsolve element.  A very small
number of channel objects (such as channelC) do not share these fields and
therefore cannot be part of cell models which use the hines solver.

A new flag (0x100) has been employed for the Hines solver, which causes the
removal of compartment and tabchannel elements from the action list (the list
of elements whose action functions are to be called according to the clocks).
This flag is similar to the disable option except that it leaves the children
of these elements intact.

In the interests of speed (which is, after all, what the Hines method is all
about) I have 'unrolled' the sparse matrix solution into a single giant
function array. This is done at setup time, so the actual solution does not
involve any conditionals and minimises array lookups. This is moderately
expensive in terms of memory. The size of the function array allocated is

     S = FA * sizeof (int) ;  FA = 10 + 1.5 * M^2 / N

where S is the size of the array, FA is the number of functions allocated, M
is the number of non-zero coefficients in the solution matrix and N is the
number of compartments. M depends strongly on the branching pattern of the
cell. FA is an approximation to, and is greater than F, which is the actual
number of locations needed in the function table.  For example, in a mitral
cell model, which has limited branching:

     N = 286 ; M = 856 ; FA = 3853 ; S = 15412 ; F = 3710

In a granule cell model with numerous dendritic spines:

     N = 944 ; M = 2830 ; FA = 12736 ; S = 50944 ; F = 12264

A reasonable approximation is that each compartment requires about 54 bytes in
the function table, which is not too bad.

References:     Hines, M. (1984) Efficient computation of branched nerve
                equations.  Int. J. Bio-Med. Comp.  15: 69-76

                Mascagni, M.V. (1989) Methods in Neuronal Modeling Ed: Koch
                and Segev. Chapter 13. 439-484
See also: setmethod , findsolvefield

26.35 interspike

Object Type: interspike

Description: Generates an interspike interval histogram.

Author:      E. De Schutter Caltech 8/91

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  interspike_type [in src/device/dev_struct.h]
Size:           116 bytes

Fields:         output        gives the most recent interspike interval
                threshold     voltage threshold for determining when a spike
                              occurs
                binwidth      time interval between bins
                num_bins      number of table entries (bins)
                trigger_mode  0 (free run) or 1 (triggered)
                reset_mode    if 1 then bins will be emptied upon RESET 
                table         table with the number of spikes for that bin
                prev_time     time of last event (not set by user)
                triggered     set to 1 on RESET if trigger_mode = 0 (free run),
                              else is 0 until a TRIGGER message is received
                              (not set by user)
                spiking       flag indicating spike in progress
                              (not set by user)
                allocated     flag indicating table has been allocated
                              (not set by user)

------------------------------------------------------------------------------
Function:       InterSpikeInterval [in src/device/interspike.c]

Classes:        device

Actions:        CHECK  PROCESS  RESET

Messages:       SPIKE   time     (Time of occurrence of a spike.)
                TRIGGER state    (If state is > 0, the previous spike time is
                                 set to the current time, and binning starts
                                 at first bin.)
                INPUT   voltage  (The Vm value sent to be compared with
                                 threshold.)

------------------------------------------------------------------------------

Notes:          interspike produces an interspike interval histogram (ISI).
                Incoming data is used to fill an internal array (called table)
                that contains num_bins entries from which the histogram values
                can be read.  These objects can collect data on-line during a
                simulation, but do not produce much useful information during
                the simulation (the output field of interspike can be used to
                look at the most recent interspike interval).  At the end of
                the run, the histogram results can be retrieved with commands
                such as "getfield /interspike table[{i}]", with i taking on
                values from 0 through nbins-1.  The example script reads the
                table entries and and plots a histogram after the run phase of
                the simulation.

                The last bin also contains the number of intervals with
                values larger than that of the last bin.

                There are two modes that may be used, as determined by the
                "trigger_mode" field.  If the field is 0, the system is
                free-running and begins accumulating data right away.
                Otherwise, the system waits until it receives a trigger to
                start binning incoming events.  The trigger should be a single
                time step event like the state field of a 'spikegen' or
                'randomspike' object, sent with a TRIGGER message.

                Events can be defined in one of two ways.  They can be
                determined from the time that the value of an INPUT message
                first exceeds threshold.  The voltage must then fall below
                threshold before another spike event can be recorded.)
                Alternatively, a SPIKE message can be sent giving the time
                that a spike occurs.  Note that this is NOT like the SPIKE
                message of a synchan, which does not require an argument.

Example:        See Scripts/examples/spike.
See also: peristim

26.36 leakage

Object Type:    leakage

Description:    Provides a constant conductance in series with a battery.
                This is often used to implement a passive "leakage" channel
                having a fixed conductance.

Author:         M. Wilson, Caltech (6/88)

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  leakage_type  [in src/segment/seg_struct.h]

Size:           96 bytes

Fields:         Gk              the Gk to be sent in a CHANNEL message
                Ek              the leakage battery
                activation      the leakage conductance used to calculate Ik
                Ik              channel current
                inject          not used

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       Leakage  [in src/segment/leakage.c]

Classes:        segment
                channel

Actions:        PROCESS         Calculates Ik
                RESET           Sets Ik = 0
                CHECK           Checks to see if an incoming VOLTAGE
                                message has been established.

Messages:       VOLTAGE Vm

------------------------------------------------------------------------------

Notes:          This object is intended to be used as a flexible leakage
                term in conjunction with the membrane model.  As with any
                other type of channel, it normally is used to send its
                conductance (Gk) and reversal potential (the battery in series
                with Gk) to the parent compartment using a CHANNEL message.
                In this case, Gk has a constant value, to be set by the user.
                
                Although this feature is not often used, a leakage element
                also calculates the current, Ik = (Ek - Vm)*activation.  Here,
                Vm is the compartment membrane potential received with a
                VOLTAGE message, and "activation" is a conductance.  This
                would normally be set by the user to the same value as Gk, but
                this is not done automatically.  As Gk does not depend on Vm,
                a VOLTAGE message is not strictly required if Ik not is
                needed.  However, the check command will issue a warning if
                one has not been established.
Example:        
                create leakage K_leak
                setfield K_leak Ek {EK} Gk {Gleak}
                addmsg K_leak   ..     CHANNEL Gk Ek
                addmsg ..       K_leak VOLTAGE Vm

See also:       

26.37 metadata

Object Type:    metadata

Description:

File formats such as netcdf allow the inclusion of descriptive content in
addition to actual data. This is extremely useful from the perspective of 
having important documentation, such as time of creation, author, purpose 
or critical information about individual variables or the file as a whole, 
alongside the actual data in the same file. 
The genesis metadata object allows the user to manipulate this descriptive 
data that is in an existing file or write new metadata content into it. As
already mentioned, descriptive data can describe individual variables in 
the file (local metadata) or the file as a whole (global metadata). This 
distinction is replicated well, through the hierarchical element structure
in genesis. So a metadata object will be identified as a local attribute if
the immediate parent is a 'variable' object and global if the 'diskio' object
is the immediate parent.

FMT1 files do not support the notion of metadata and hence arbitrary
creation of metadata objects in this case will not be allowed. For the sake
of consistency, however, when SAVE messages are sent to the diskio object,
automatically created metadata elements (auto3-DPosSAVE_diskio[]) store
relevant information for inspection. The fields are made readonly in the
case of FMT1. 

Author:         V.Jagadish (9/96)

------------------------------------------------------------------------------

ELEMENT PARAMETERS:

DataStructure:  Gen_Metadata_Type [in src/diskio/diskio_struct.h]

Size:           92 bytes

Fields:         datatype        The type of the value(s) held in the metadata
                                - The list of valid types are given in the
                                  notes section of this document.
                                - Defaults to 'char8' (8-bit char)
                                - readonly for FMT1 files.

                size            The maximum number of descriptive values the 
                                object can hold.
                                - Like variables, metadata objects can hold 
                                  an array of descriptive values the size of 
                                  which is limited by the value of this field.
                                - If the datatype is 'char8' (default) the 
                                  user could provide a string as an argument 
                                  to the value field without 
                                  specifying a size or index, and the size 
                                  (which is the number of chars in the string 
                                   including the '/0' character) is 
                                  internally calculated and set in this field. 
                                - The default value is 1.
                                - readonly for FMT1 files.
                
                value           The value(s) held by the metadata. 
                                - Since metadata can hold an array of
                                  values or a single one, an index (with
                                  the genesis style indexing syntax) needs
                                  to be specified while setting or showing
                                  this field. The index defaults to 0 if
                                  not specified, the exception to it being
                                  the case that the datatype is 'char8'. 
                                - Not specifying the index for a 'char8' type
                                  metadata will translate to mean the entire 
                                  string and individual indices will mean the 
                                  character in that position.
                                - As in the case of the variable object,
                                  multiple argument values can be specified
                                  for this field (see examples) and the values
                                  will be accessed starting with index 0.
                                - The default value is 0 for numerical
                                  datatypes and ''(blank) for character types 
                                - readonly for FMT1 files.

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       Gen_Metadata [in src/diskio/gen_metadata.c]

Classes:        output

Actions:        CREATE PROCESS RESET SET SHOW ADDMSGIN

                FLUSH:
                UPDATE: the object commits the underlying metadata values 
                        to the file on disk.

                DELETE: commits any changes to disk if necessary and then
                        deletes the object but does not remove the
                        underlying attribute on file.

------------------------------------------------------------------------------

Notes:

The default metadata is an 8-bit single blank character (char8) 
The datatype field stores the type of the variable as a string. The types
are chosen to be as generic as possible. They are not based on the usual
'C' data types but rather on the user's perspective.
Table 1.2 shows the valid datatype names and what they mean to the user.
Please note that not all these types are supported by all file formats. 
An error to that effect will be printed if a metadata obeject of an 
unsupported type is attempted to be created. 

As opposed to variables, the size and datatype fields of metadata objects 
can be reset within netcdf. 

A smaller size setting than the original truncates values and a larger size
does not disturb the old values but adds the appropriate number of default 
values (0 or ''). 

Changing the datatype for a metadata object defaults all the values 
(as specified by the size field) to the new type. The old values will be lost.

Table 1.2 - Valid datatypes 

Name                            Description
____            |               ___________
                |
                |
uint8           |               8-bit unsigned int
                |
int8            |               8-bit signed int
                |
uint16          |               16-bit unsigned int
                |
int16           |               16-bit signed int
                |
uint32          |               32-bit unsigned int
                |
int32           |               32-bit signed int
                |
uint64          |               64-bit unsigned int
                |
int64           |               64-bit signed int
                |
float32         |               32-bit float
                |
float64         |               64-bit float
                |
uchar8          |               8-bit unsigned char
                |
char8           |               8-bit signed char
                |
char16          |               16-bit (unicode) char
                |
string          |               string type (i.e not an array of chars)
                |
________________+______________________________________________________

Examples:

create diskio /dout -filename "testfile.nc" -accessmode w

create metadata /dout/author -value "Venkat Jagadish"

showfield /dout/author value // This will print out the entire string
showfield /dout/author value[2] // This will print the 3rd char - 'n'

create variable /dout/Vmtrace -datatype float32 
create metadata /dout/Vmtrace/starttimes -datatype float32 -size 3  \
-value "5 45 65"
create metadata /dout/Vmtrace/stoptimes -datatype float32 -size 3 \
-value "20 60 80"
setfield /dout/Vmtrace/starttimes value[1] 55
setfield /dout/Vmtrace/stoptimes value[1] 70

setfield /dout/Vmtrace/starttimes datatype float64 
showfield /dout/Vmtrace/starttimes value[1] // Setting datatype resets
                                            // values to default - 0 
                                            // (in this case)

_______________________________________________________________________
See also: diskio , variable

26.38 mmpump

Object Type:    mmpump

Description:    Implementation of a simple pump with Michaelis Menten kinetics,
                to be coupled to a difshell.

Author:         E. De Schutter BBF-UIA 9/94 - 3/99

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  mmpump_type [in src/concen/conc_struct.h]

Size:           108 bytes

Fields:         Ik              computed electrogenic effect (if val!=0)
                vmax            maximum pump velocity, scaled by mebrane
                                surface area.  i.e., max ion flux in moles/sec.
                val             charge of ion
                Kd              half-maximal activating concentration in mM
                mmconst         mmconst=vmax*val*FARADAY (calculated on reset)

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       MMPump [in src/concen/mmpump.c]

Classes:        gate segment

Actions:        CHECK  RESET  PROCESS  INIT

Messages:       CONCEN  C   (use for electrogenic effect only)
                MMKD    Kd  (changes Kd value)

------------------------------------------------------------------------------

Notes:

The mmpump and other ionic pumps provide various mechanisms to remove ions
from a concentration shell (difshell).   The mmpump is a simple model
for the plasma membrane pump (PMCA) with Michaelis Menten kinetics.

For a general description of buffered calcium diffusion and ionic pumps, see:
De Schutter E., and Smolen P., "Calcium dynamics in large neuronal models", in
Methods in neuronal modeling: From ions to networks (2nd edition), C. Koch and
I. Segev editors, pp. 211-250 (1998).  Sec.  6.3.2 and Eq. 6.10 describe the
Michaelis Menten pump, which may be used to model a Ca-ATPase pump.  This is
also discussed in A. Zador, C. koch, and T. H. Brown, Proc. Natl. Acad. Sci.
(USA) 87: 6718-6722 (1990).

Note that this object does not compute anything by itself, unless the
electrogenic action is simulated by specifying a non-zero value of val.  When
coupled to a difshell with a MMPUMP message that sends the vmax and Kd field
values, the difshell computes its change in ion concentration from dC/dt =
-vmax*(C/(Kd + C))/vol.  This corresponds to De Schutter and Smolen Eq. 6.10,
if the maximum pump velocity vmax has previously been multiplied by the
membrane surface area, so that it is in moles/sec.

The current outflow across the membrane due to the electrogenic effect of the
pump can also be simulated by using a CONCEN message into the pump, and using
a non-zero value for the valence (e.g. val = 2, for Ca++ ions).  In this case,
the mmpump calculates Ik = mmconst * C/(Kd + C), where the constant mmconst is
set to vmax * val * FARADAY on reset.  Note that, in contrast to the GENESIS
channel objects, the Ik calculated by the mmpump has a positive sign for an
outward current, rather than obeying the usual GENESIS convention of "inward
positive".

Example:        addmsg mmpump0 shell0 MMPUMP vmax Kd
See also: difshell , taupump , Scripts/examples/spinedemo

26.39 nernst

Object Type:    nernst

Description:    Calculates the Nernst potential for the given
                ionic concentrations and temperature.

Author:         M. Wilson, Caltech (3/89)

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  nernst_type  [in src/device/dev_struct.h]

Size:           96 bytes

Fields:         E               equilibrium (Nernst) potential
                T               temperature in degrees Celsius
                valency         ionic valency z
                scale           voltage scale factor
                Cin             internal ionic concentration
                Cout            external ionic concentration
                constant        scale*(R/zF)*(T + 273.15)
                                This is set by the element,
                                and should not be set by the user.

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       Nernst  [in src/device/nernst.c]

Classes:        device
                channel

Actions:        PROCESS         sets the fields from incoming messages
                                and calculates constant and E.
                RESET           similar to a single PROCESS step.
                CHECK           checks for valid messages and parameters.

Messages:       CIN Cin         sets the Cin field.
                COUT Cout       sets the Cout field.
                TEMP T          sets the T field, and calculates constant.

------------------------------------------------------------------------------

Notes:          A nernst element calculates E = constant * ln(Cout/Cin)
                = scale*(R/zF)*(T + 273.15)*ln(Cout/Cin), where R is the
                universal gas constant (1.9872 cal/mol deg) and F is Faraday's
                constant (23061 cal/volt mol).  Note that the temperature in
                degrees Celsius is internally converted to degrees Kelvin.  A
                scale factor of 1 gives E in volts, and a scale factor of
                1e3 gives E in millivolts.

                A nernst element is usually used with a channel and a
                Ca_concen element to calculate the channel equilibrium
                potential (Ek) from the internal ionic concentration in a
                shell near the compartment surface.  The equilibrium potential
                is sent from the nernst element to the channel with an EK
                message, and the nernst element receives the concentration
                from the Ca_concen element with a Cin message.  The Ca_concen
                element calculates this concentration from ionic currents
                delivered with an I_k message.

                It is also possible to perform a "one-time" calculation of E
                with fixed values of the ionic concentrations by setting these
                fields instead of setting up messages, and performing a reset.
                If this is done, the nernst element should be disabled to
                avoid wasting time performing the PROCESS action.

Example:        
        // assume that a  tabchannel `Ca' has been set up
        create Ca_concen conc
        setfield  conc                          \
            B       {5.2e-6/(area*shell_thick)} \
            Ca_base 4.0e-5                      \
            tau     1e-4                        \
            thick   {shell_thick}

        create nernst nernst
        setfield nernst \ 
            Cout    4.0 \   // external Ca concentration of 4 mM.
            T       21  \   // near room temperature
            valency 2   \   // Ca++
            scale   1       // E in volts

        addmsg Ca       conc        I_Ca    Ik
        addmsg conc     nernst      CIN     Ca
        addmsg nernst   Ca          EK      E

        function reset_nernst // Insure that resets are done in proper order
            call Ca RESET
            call conc RESET   // Ca_concen must be reset before nernst
            reset             // reset everything
        end
See also: Ca_concen

26.40 neutral

Object Type:    neutral

Description:    empty object used for grouping

Author:         Caltech

ELEMENT PARAMETERS

DataStructure:  element_type  [in src/sim/sim_struct.h]

Size:           68 bytes

Fields:         [none]

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       NULL [i.e., none]

Classes:        element

Actions:        [none]

Messages:       [none]

------------------------------------------------------------------------------

Notes:          A set of default element types is distributed with GENESIS.
                One of the simplest is the "neutral" object which can be
                used to create an empty element used for grouping, much like
                a directory in the UNIX file system.  It is often used to
                represent a cell, containing subelements for compartments,
                channels, etc.  Although it has no other fields, it has the
                usual setable [x,y,z] coordinate fields possesed by other
                objects.  This allows it to be given a position in a network.

                The addfield, addaction, and addmsgdef commands can be used
                to give a neutral element new fields, actions, and messages,
                allowing it to be used as customizable element, or the basis
                of an extended object

Example:        

See also:       

26.41 paramtableBF

Object Type:    paramtableBF

Description:    This object implements a brute-force search as part of a
                parameter search process, and also stores the parameter
                tables and various bookkeeping information relating to the
                parameter search process.  It is mainly for use in
                systematically mapping out the parameter space of a model.

Author:         Mike Vanier, Caltech

-------------------------------------------------------------------------

ELEMENT PARAMETERS

Data structure: paramtableBF_type  [in src/param/param_struct.h]

Size:       168 bytes (more when tables are loaded)

Fields:
            iteration_number        iteration number
            num_params              total number of parameters
            num_params_to_search    number of parameters to search over
            search                  array of flags:
                                    0 = don't search this parameter,
                                    1 = do search this parameter
            type                    type of parameter:
                                    0 = additive,
                                    1 = multiplicative
            range                   of parameter values
            min                     of parameter values
            max                     of parameter values
            label                   label of parameter,
                                    for documentation purposes only
            current                 array of parameter values
                                    to be simulated next
            current_match           match value of current parameter set
                                    being simulated
            best                    array of parameter values
                                    giving best match so far
            best_match              best match value
            new_best_match          flag: 1 if last match was the best so far
            done                    flag: 1 when the simulation is finished
            filename                where parameter information is
                                    stored/saved as a binary file
            alloced                 flag: 1 means tables are allocated
            orig                    array of original parameter values
            search_divisions        number of points on the range
                                      to test
            search_rangemod         fraction of the full range to
                                      search over
            search_count            where we are in the search for
                                      each param

-------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:   ParamtableBF  [in src/param/paramtableBF.c]

Classes:    param

Actions:    Note: required arguments to actions are in <angle brackets>;
                  optional arguments are in [square brackets].

            CREATE      Creates the object (not invoked directly).

            TABCREATE <num_params>
                        Initializes the object for a given number of
                        parameters.

            DELETE      Deletes all allocated memory.

            TABDELETE   Same as DELETE.

            INITSEARCH  Initializes the search process.
                        Usage: ParamtableBF_INITSEARCH \
                               <param-number1> <npts1> <scale1> ... \
                               <param-numbern> <nptsn> <scalen>

                        This function expects its arguments to be in the
                        form of (<param_number> <npts> <scale>) triplets,
                        where <param_number> is the index of the parameter
                        to be varied, <npts> is the number of
                        equally-spaced points along the parameter axis to
                        test, and <scale> is the proportion of the total
                        range to use; 1.0 means use the entire range.  Note
                        that the range is relative to a center point which
                        is where the parameter search starts from.

            EVALUATE <match>
                        Copies the match value into the current_match field.
                        If this match is the best match so far, this action
                        copies the current parameter set into the best
                        parameter set and the current_match field into the
                        best_match field.

            UPDATE_PARAMS
                        Chooses the next set of parameters to simulate.
                        This object systematically works its way through
                        parameter space, simulating all points on a
                        multidimensional grid whose features are specified
                        in the INITSEARCH action.

            SAVE [filename]
                        Saves the object as a binary file.  If no
                        argument given, use the "filename" field
                        of the element.

            SAVEBEST <filename>
                        Saves the best parameter set to an ascii file.

            RESTORE [filename]
                        Restores the object from a binary file.  If no
                        argument given, use the "filename" field of the
                        element.

            RESTOREBEST Restores the best parameter table from a text file.

            DISPLAY     Displays the best parameter set obtained so
                        far on stdout.

            CHECK       Runs a series of self-check diagnostics on this
                        object.

Messages:   none

-------------------------------------------------------------------------

Notes:      This object stores parameter tables and calculates new tables
            to be simulated in a parameter search process using a
            brute-force algorithm.  The algorithm divides the parameter
            space into a multidimensional grid where all points are
            equidistant to their neighbors in each dimension.  Then it
            systematically walks through the space, calculating and
            outputting a match value for each point.

            This algorithm is effectively useless for searching parameter
            space per se because of the combinatorial explosion that occurs
            when you have more than a few parameters (e.g. 3 or 4).
            However, it can be used effectively to map out parameter space
            very coarsely for a small number of parameters.  For instance,
            you could keep all but two parameters fixed and map out the
            two-dimensional parameter space that consists of varying values
            for each of the two parameters.  This may give some insight
            into various aspects of a model.  Alternatively, you could map
            out all the parameters at a very coarse scale, which can be
            used (for instance) to give a reasonable starting point for
            other algorithms.  In practice, this is still not feasible for
            more than 5 or 6 parameters.

Example:    See Scripts/param/BF for demo scripts.
See also: Parameter Search ( Param ), Paramtable , setsearch , initparamBF , paramtableCG , paramtableGA , paramtableSA , paramtableSS

26.42 paramtableCG

Object Type:    paramtableCG

Description:    This object implements a conjugate gradient descent
                algorithm as part of a parameter search process, and also
                stores the parameter tables and various bookkeeping
                information relating to the parameter search process.

Author:         Mike Vanier, Caltech

-------------------------------------------------------------------------

ELEMENT PARAMETERS

Data structure: paramtableCG_type  [in src/param/param_struct.h]

Size:       308 bytes (more when tables are loaded)

Fields:     iteration_number        iteration number
            num_params              total number of parameters
            num_params_to_search    number of parameters to search over
            search                  array of flags:
                                    0 = don't search this parameter,
                                    1 = do search this parameter
            type                    type of parameter:
                                    0 = additive,
                                    1 = multiplicative
            center                  of parameter values in range
            range                   of parameter values
            min                     of parameter values
            max                     of parameter values
            label                   label of parameter,
                                    for documentation purposes only
            current                 array of parameter values
                                    to be simulated next
            current_match           match value of current parameter set
                                    being simulated
            best                    array of parameter values
                                    giving best match so far
            best_match              best match value
            new_best_match          flag: 1 if last match was the best so far
            done                    flag: 1 when the simulation is finished
            filename                where parameter information is
                                    stored/saved as a binary file
            alloced                 flag: 1 means tables are allocated
            linemin_number          which line minimization we're doing;
                                    for bookkeeping only
            state                   state of parameter search:
                                    0 = random searches at startup
                                    1 = gradient calculation
                                    2 = line minimization
            deriv_method            0 = do a proper derivative;
                                    1 = quick-and-dirty estimate
                                        (not yet implemented)
            deriv_index             index of parameter we're taking
                                      the derivative of
            deriv_h_init            initial values of h (the spatial step
                                      size) to use in derivative
                                      calculations
            deriv_h_decrease        how fast to decrease h
            deriv_h_min             lowest permissible value of h
            deriv                   array of 1st partial derivatives:
                                      d(match)/d(param)
            dir                     direction vector
            tolerance               tolerance of parameter search as a whole
            linemin_tolerance       tolerance of line minimization
                                      routines

-------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:   ParamtableCG  [in src/param/paramtableCG.c]

Classes:    param

Actions:    Note: required arguments to actions are in <angle brackets>;
                  optional arguments are in [square brackets].

            CREATE      Creates the object (not invoked directly).

            TABCREATE <num_params>
                        Initializes the object for a given number of
                        parameters.

            DELETE      Deletes all allocated memory.

            TABDELETE   Same as DELETE.

            INITSEARCH  Initializes the search process.

            RANDOMIZE   Picks a random parameter set from the parameter
                        space as a potential starting point for the search.

            EVALUATE <match>
                        Copies the match value into the current_match field.
                        If this match is the best match so far, this action
                        copies the current parameter set into the best
                        parameter set and the current_match field into the
                        best_match field.

            UPDATE_PARAMS
                        Chooses the next set of parameters to
                        simulate based on past results.

            UPDATE_PARAMS2
                        Increments iteration_number.  Only used in
                        random searches at the beginning of a CG
                        parameter search.

            LOADBEST    Copies best parameter values to current values;
                        can be used to start the search at the best values
                        found so far.

            RESTART     Re-initializes parameter search at the
                        best point found so far.

            SAVE [filename]
                        Saves the object as a binary file.  If no
                        argument given, use the "filename" field
                        of the element.

            SAVEBEST <filename>
                        Saves the best parameter set to an ascii file.

            RESTORE [filename]
                        Restores the object from a binary file.  If no
                        argument given, use the "filename" field of the
                        element.

            RESTOREBEST Restores the best parameter table from a text file.

            DISPLAY     Displays the best parameter set obtained so
                        far on stdout.

            CHECK       Runs a series of self-check diagnostics on this
                        object.

Messages:   none

-------------------------------------------------------------------------

Notes:      This object stores parameter tables and calculates new tables
            to be simulated in a parameter search process using a
            conjugate gradient-descent algorithm.  Here is a brief
            description of the algorithm:

            The conjugate-gradient (CG) method is a type of gradient
            descent algorithm.  In this method the gradient of the match
            function at a given point in parameter space and the direction
            of steepest descent with respect to this function are computed.
            A line minimization in the direction of steepest descent is
            done to find the point on the line with the best match value.
            A new gradient is calculated at this point and the procedure is
            iterated until the method converges to a local minimum of the
            matching function.  Successive line minimizations are done in
            directions which are "conjugate" to one another so that
            successive minimizations are as nearly independent of each
            other as possible.  In theory this will guarantee that the
            parameter search will find a local minimum of the objective
            function.

            The termination criteria used by the algorithm is that either
            (a) the gradient must be very close to zero, or (b) successive
            line minimizations must produce nearly identical results.  Note
            that this can happen fairly early in the search, resulting in
            rapid convergence to a local minimum which is nowhere near the
            global minimum.  Welcome to gradient-descent algorithms :-)  One
            way around this is to simply rerun the search from random
            starting points again and again until you find better matches.
            A better alternative is to use the simulated annealing (SA)
            method instead of this one, which also incorporates a
            (modified) gradient descent algorithm so that you get the best
            of both worlds (i.e. ability to escape from local minima
            characteristic of SA methods, and convergence to local minima
            characteristic of gradient descent algorithms).

            The fields deriv_h_init, deriv_h_decrease, deriv_h_min do not
            have to be set explicitly; they are set to "reasonable" values
            by default.  deriv_h_init is actually an array of values, one
            per parameter.  The (hidden) field h represents the spatial
            step size used in the derivative calculation.  You can find
            more information about this in the source code; don't mess with
            it unless you know what you're doing or your results will
            probably be worse.

            The code for this routine was adapted from the conjugate
            gradient code in Numerical Recipes in C, 2nd Ed., by Press
            et. al. (chapter 10).  The actual code is substantially
            different but the algorithm is essentially the same.

Example:    See Scripts/param/CG for demo scripts.
See also: Parameter Search ( Param ), Paramtable , setsearch , initparamCG , paramtableGA , paramtableSA , paramtableSS

26.43 paramtableGA

Object Type:    paramtableGA

Description:    This object implements a simple genetic algorithm as part
                of a parameter search process, and also stores the
                parameter tables and various bookkeeping information
                relating to the parameter search process.

Author:         Mike Vanier, Caltech

-------------------------------------------------------------------------

ELEMENT PARAMETERS

Data structure: paramtableGA_type  [in src/param/param_struct.h]

Size:       272 bytes (more when tables are loaded)

Fields:     generation              generation number
            num_tables              number of parameter tables
            num_params              number of parameters per table
            num_params_to_search    number of parameters to search over
            search                  array of flags:
                                    0 = don't search this parameter,
                                    1 = do search this parameter
            type                    type of parameter:
                                    0 = additive,
                                    1 = multiplicative
            center                  of parameter values in range
            range                   of parameter values
            label                   label of parameter,
                                    for documentation purposes only
            best                    array of parameter values
                                    giving best match (fitness) so far
            best_match              best match (fitness) value
            filename                where parameter information is
                                    stored/saved as a binary file
            alloced                 flag: 1 means tables are allocated
            param_size              size of parameters in bytes:
                                    1, 2, 4 are the only choices
            param                   two-dimensional parameter array
            fitness                 array of fitness values for
                                    parameter sets
            min_fitness             minimum fitness value
            max_fitness             maximum fitness value
            avg_fitness             average fitness value
            stdev_fitness           standard deviation of fitness values
            min_fitness_index       index of minimum fitness in fitness
                                    array
            max_fitness_index       index of maximum fitness in fitness
                                    array
            normfitness             array of normalized fitness values
            cumulfitness            array of cumulative normalized
                                    fitness values
            preserve                number of best matches to
                                    retain unchanged
            crossover_type          type of crossover algorithm:
                                    0 = choose exactly <crossover_number>
                                        crossover points for all
                                        parameter sets that are being
                                        crossed over
                                    1 = choose an average of
                                        <crossover_number> crossover points
                                        for all parameter sets that are
                                        being crossed over
            crossover_probability   probability of crossover
            crossover_number        number of crossovers per parameter
                                    string
            crossover_break_param   flag: if 0, crossovers can't
                                    occur inside parameter values.
            mutation_probability    probability of mutation per bit
            use_gray_code           flag: if nonzero, use Gray code
                                    for encoding numbers (see below).
            do_restart              flag for whether to restart ever
            restart_after           restart after this many
                                    unproductive generations
            restart_count           count of unproductive generations
            old_fitness             old fitness value, that we have
                                    to do better than
            restart_thresh          need to get this much above
                                    old_fitness to not restart

-------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:   ParamtableGA  [in src/param/paramtableGA.c]

Classes:    param

Actions:    Note: required arguments to actions are in <angle brackets>;
                  optional arguments are in [square brackets].

            CREATE          Creates the object (not invoked directly).

            TABCREATE <num_tables> <num_params>
                            Initializes the object for a given number of
                            parameter tables and a given number of
                            parameters.

            DELETE          Deletes all allocated memory.

            TABDELETE       Same as DELETE.

            INITSEARCH [random]
                            Initializes the search process. If "random" is
                            given as the argument then the first parameter
                            set is the original parameter set and all other
                            sets are chosen randomly within the given
                            ranges; if "random" is not given as the
                            argument then *all* parameter sets are chosen
                            randomly.

            RANDOMIZE       Randomizes parameters in tables.  Not
                            normally called directly.

            UPDATE_PARAMS   Chooses the next set of parameters to
                            simulate based on past results.
                            Calls the REPRODUCE, CROSSOVER, and MUTATE
                            actions.

            REPRODUCE       Performs fitness-proportional reproduction.
                            Not normally invoked directly.

            CROSSOVER       Performs crossing-over between parameter sets.
                            Not normally invoked directly.

            MUTATE          Mutates each bit of the parameter sets with
                            a fixed (low) probability.  Not normally
                            invoked directly.

            FITSTATS        Calculates statistics on the fitnesses of
                            the parameter sets currently stored in the
                            tables.

            RECENTER        Moves the center points of the parameter
                            ranges to correspond to the best parameter
                            set obtained so far.

            RESTART         Re-seeds the all the parameter tables with
                            random values in the allowed range, except
                            for the protected tables (see below).

            SAVE [filename]
                            Saves the object as a binary file.  If no
                            argument given, use the "filename" field
                            of the element.

            SAVEBEST <filename>
                            Saves the best parameter set to an ascii file.

            RESTORE [filename]
                            Restores the object from a binary file.  If no
                            argument given, use the "filename" field of the
                            element.

            RESTOREBEST     Restores a parameter set from a text file,
                            normally the best set so far obtained.  You
                            can use INITSEARCH without the "random"
                            option to keep this set and randomize the rest
                            of the table.

            CHECK           Runs a series of self-check diagnostics on this
                            object.

Messages:   none

-------------------------------------------------------------------------

Notes:      This object stores parameter tables and calculates new tables
            to be simulated in a parameter search process using a
            simple genetic algorithm.  Here is a short description of the
            algorithm:

            The genetic algorithm (GA) method treats each parameter set as
            an individual in a large breeding population.  A new generation
            of the population is derived from the preceding generation by
            reproduction, crossing-over and mutation.  This is accomplished
            by discretizing the parameter values into bit strings and
            crossing-over and mutating the different bit strings.  A
            population of parameter sets is selected randomly from the
            parameter space and the fitness of each one is evaluated.
            Fitness values, unlike the match values calculated by functions
            like `spkcmp', are increasing for better and better models; a
            perfect parameter set would have infinite fitness.  Typically,
            you take the inverse (or some power of the inverse) of the
            value returned by `spkcmp' or `shape_match' to get the fitness
            value.

            Once fitnesses are calculated, the next generation is
            determined by reproducing the current generation, with each
            parameter set being chosen for reproduction in proportion to
            its fitness (fitness-proportional reproduction).  Then a fixed
            percentage of the resulting parameter sets are crossed over by
            choosing pairs of parameter sets at random, choosing one or
            more breakpoints within the bit string and exchanging the bit
            strings above the breakpoint (single-point recombination).
            Finally, each parameter set is subjected to mutation with a low
            probability per bit.  In this way, highly fit parameter sets
            are selected for and less fit sets are eliminated from the
            population over a series of generations.  Furthermore, the
            processes of crossing-over and recombination can generate new
            parameter combinations whose fitness is greater than that of
            its predecessors.

            Parameters can be stored as bit strings in one of two ways.  In
            the first way, the parameter range can be divided up into even
            increments and the position of the parameter within that range
            can be encoded by converting its relative position from a
            floating-point number into an integer, where 0 represents one
            end of the parameter range and the maximum possible integer
            (which depends on the param_size field) represents the other
            end.  Successive binary numbers represent successively higher
            parameter values.  This is specified by setting the
            "use_gray_code" field to 0.  If "use_gray_code" is 1, then the
            binary encoding is a Gray code encoding in which successive
            values are guaranteed to differ by one bit exactly.  This turns
            out to be mildly advantageous for genetic algorithms, so
            "use_gray_code" is set to 1 by default.  If you don't
            understand any of this, don't worry; just use the defaults and
            you'll be fine.

            By default, a crossover in a bit string can occur anywhere,
            even inside the bit string that represents a single parameter.
            Note that a crossover occurring inside a parameter is
            effectively mutating that parameter too.  If you don't want
            this, set the field "crossover_break_param" to 0.  This is the
            default as well.  In practice, this makes very little
            difference.

            There are two different kinds of crossover algorithms that can
            be used, which are determined by the field "crossover_type".
            In one case (crossover_type = 0), the field "crossover_number"
            represents the exact number of crossovers for each pair of
            parameter sets that is crossed over.  Thus, if crossover_number
            is 1, you have single-point crossovers; if crossover_number is
            2, you have two-point crossovers, etc.  In the other case
            (crossover_type = 1) the crossover_number field represents the
            *average* number of crossovers per pair of parameter sets.  In
            this case, there is a low probability for a crossover for each
            possible crossover location between a pair of parameter sets.
            This leads to a roughly Poisson distribution of crossovers for
            the parameter sets chosen.  The advantage of this is that you
            can get single, double, triple etc. crossovers within the same
            population, which can be useful in selecting for highly fit
            parameter sets.  The disadvantage is that some parameter sets
            which are meant to be crossed over will not be.  I suspect that
            having crossover_type set to 1 is advantageous, although I have
            no hard data to back me up.  It is the default.

            Note that the "mutation_probability" field is calculated per
            bit, not per parameter.  For each bit of each parameter table,
            a separate random number is generated to determine whether to
            mutate that bit.

            A non-standard (but not original) feature of the genetic
            algorithm implemented here is the ability to preserve the best
            tables unchanged from generation to generation.  This is very
            useful (in fact, I consider it essential) because GA parameter
            searches in genesis often use fairly small populations.  This
            means that genetic drift can easily cause the best parameter
            sets to be crossed-over and/or mutated out of existence.  To
            prevent this, the field "preserve" sets the number of best
            parameter tables to retain unchanged (unmutated,
            uncrossed-over) between generations.  For instance, if preserve
            is 5, the 5 best parameter tables will be copied unchanged from
            one generation to the next.  These tables can also participate
            in crossing-over and mutations, but you are guaranteed that one
            unaltered copy of each of the tables will be present in the
            next generation.  The default value of preserve is 1 (preserve
            only the best table); I recommend you leave it at that.

            Another non-standard feature of the genetic algorithm
            implemented here is that if no real progress has been achieved
            after a large number of generations, then the parameter tables
            can be reseeded (i.e. replaced with random values from the
            allowable parameter ranges for all parameters).  This is called
            "restarting", which is a bit of a misnomer since the best
            parameter tables are not altered.  This is controlled by the
            "do_restart" field, which is 1 if restarts are enabled and 0 if
            not (1 is the default).  If restarts are enabled, then the
            object keeps track of the best fitness value and the generation
            that it was first achieved at.  If, after a certain number of
            generations (set by the field "restart_after" which defaults to
            25), the best fitness has not improved substantially (set by
            the field "restart_thresh" which defaults to 1.0), then all the
            parameter tables will be replaced by random values except for
            the best table(s) (set by the preserve field as described
            above) which are preserved unaltered.  This can be useful if
            you get into a suboptimal region of parameter space which is
            difficult to get out of by crossing over and mutating, for
            whatever reason.

            If you are running genesis on a 64-bit machine (e.g. DEC
            alpha), then you may have to change the definitions of
            Param_short, Param_medium, and/or Param_long in
            src/param/param_struct.h.  All of these should be unsigned
            integer types.  Param_short should be one byte long,
            Param_medium should be two bytes long, and Param_long should be
            four bytes long.

            Note that this object only instantiates one kind of genetic
            algorithm.  There are as many variations of the genetic
            algorithm concept as there are people working on them.  Feel
            free to come up with your own variants and tell us all about
            them :-)

            Finally, if all the above has left you hopelessly confused,
            don't worry; just use the default values for all the fields and
            use the GA demo as a template, and you should do fine.  The
            options are mainly for experts and/or hackers to play with.

Example:    See Scripts/param/GA for demo scripts.
See also: Parameter Search ( Param ), Paramtable , setsearch , initparamGA , getparamGA , setparamGA , paramtableBF , paramtableCG , paramtableSA , paramtableSS

26.44 paramtableSA

Object Type:    paramtableSA

Description:    This object implements a continuous version of simulated
                annealing as part of a parameter search process, and also
                stores the parameter tables and various bookkeeping
                information relating to the parameter search process.

Author:         Mike Vanier, Caltech

-------------------------------------------------------------------------

ELEMENT PARAMETERS

Data structure: paramtableSA_type  [in src/param/param_struct.h]

Size:       276 bytes (more when tables are loaded)

Fields:     iteration_number        iteration number
            num_params              total number of parameters
            num_params_to_search    number of parameters to search over
            search                  array of flags:
                                    0 = don't search this parameter,
                                    1 = do search this parameter
            type                    type of parameter:
                                    0 = additive,
                                    1 = multiplicative
            center                  of parameter values in range
            range                   of parameter values
            min                     of parameter values
            max                     of parameter values
            label                   label of parameter,
                                    for documentation purposes only
            current                 array of parameter values
                                    to be simulated next
            current_match           match value of current parameter set
                                    being simulated
            best                    array of parameter values
                                    giving best match so far
            best_match              best match value
            new_best_match          flag: 1 if last match was the best so far
            done                    flag: 1 when the simulation is finished
            filename                where parameter information is
                                    stored/saved as a binary file
            alloced                 flag: 1 means tables are allocated
            iterations_per_temp     number of iterations per temperature level
            temperature             of annealing process
            inittemp                initial temperature of annealing process
            annealing_method        0 = manual,
                                    1 = linear decay,
                                    2 = exponential decay
            max_iterations          maximum number of iterations;
                                    for linear decay only
            annealing_rate          how fast the temperature drops;
                                    for proportional decay only
            testtemp                test for whether simulation is finished
                                    when temperature is below this value
            tolerance               if matches are within this distance
                                    of each other we're done
            stop_after              if best match hasn't changed after
                                    this many iterations then stop
            restart_every           call RESTART action every x iterations
            state                   of search process (0-5)
            simplex_init_noise      proportion of initial noise in
                                    simplex; a number in (0,1); default = 0
            simplex                 points on the simplex:
                                    (num_params + 1) x (num_params)
            simplex_match           match values for each point in the simplex
            scale                   "typical" length scale of starting points
            scalemod                modifiers of length scales in
                                    (num_params) dimensions; default: all = 1

-------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:   ParamtableSA  [in src/param/paramtableSA.c]

Classes:    param

Actions:    Note: required arguments to actions are in <angle brackets>;
                  optional arguments are in [square brackets].

            CREATE      Creates the object (not invoked directly).

            TABCREATE <num_params>
                        Initializes the object for a given number of
                        parameters.

            DELETE      Deletes all allocated memory.

            TABDELETE   Same as DELETE.

            INITSEARCH [random]
                        Initializes the search process; sets up initial
                        simplex values (see below); if "random" is given as
                        the argument then the simplex is populated by
                        random points in the parameter space; otherwise one
                        point on the simplex represents the original model.

            EVALUATE <match>
                        Copies the match value into the current_match field.
                        If this match is the best match so far, this action
                        copies the current parameter set into the best
                        parameter set and the current_match field into the
                        best_match field.

            UPDATE_PARAMS
                        Chooses the next set of parameters to
                        simulate based on past results.

            RECENTER    Moves the center points of the parameter
                        ranges to correspond to the best parameter
                        set obtained so far.

            RESTART     Replaces the worst point on simplex with the
                        point corresponding to the best match.

            RESTART2    Like INITSEARCH, but preserves the best
                        match obtained so far.

            SAVE [filename]
                        Saves the object as a binary file.  If no
                        argument given, use the "filename" field
                        of the element.

            SAVEBEST <filename>
                        Save the best parameter set to an ascii file.

            RESTORE [filename]
                        Restores the object from a binary file.  If no
                        argument given, use the "filename" field of the
                        element.

            DISPLAY     Displays the best parameter set obtained so
                        far on stdout.

            DISPLAY2    Same as DISPLAY, but also prints the current
                        parameters.

            CHECK       Runs a series of self-check diagnostics on this
                        object.

Messages:   none

-------------------------------------------------------------------------

Notes:      This object stores parameter tables and calculates new tables
            to be simulated in a parameter search process using a
            continuous-space simulated annealing algorithm.  The algorithm
            is taken from Press et. al., Numerical Recipes in C,
            2nd. edition, chapter 10, pp. 451-455.  This algorithm is much
            too complex to describe in detail here, but here is the
            two-second summary:

            The algorithm constructs a geometrical object called a simplex.
            If there are N parameters, the simplex has N+1 points
            (vertices) and conceptually occupies a volume in parameter
            space.  For instance, a triangle is a 3-simplex in 2 dimensions
            and a tetrahedron is a 4-simplex in three dimensions.
            Confused?  There's more :-) Each vertex of the simplex
            corresponds to a particular parameter set in parameter space.
            Each vertex's corresponding parameter set is simulated and its
            match value is calculated.  Depending on the state of the
            algorithm, several different things can happen, but typically
            the worst point is discarded and a new point is selected.  By
            itself, this describes a gradient-descent algorithm; the
            simulated annealing process comes in by adding noise to the
            match values based on a temperature parameter (the higher the
            temperature, the more noise).  At high temperatures, the
            simplex performs essentially a random walk in parameter space,
            but as the temperature lowers, the simplex spends more and more
            time exploring areas of the space which correspond to good
            match values.  As the temperature drops to zero, the simplex
            will perform a gradient descent in the parameter space and find
            a local minimum (which is hopefully close to the global minimum
            as well).

Example:    See Scripts/param/SA for demo scripts.
See also: Parameter Search ( Param ), Paramtable , setsearch , initparamSA , paramtableBF , paramtableCG , paramtableGA , paramtableSS

26.45 paramtableSS

Object Type:    paramtableSS

Description:    This object implements a stochastic-search (SS)
                algorithm as part of a parameter search process, and also
                stores the parameter tables and various bookkeeping
                information relating to the parameter search process.

Author:         Mike Vanier, Caltech

-------------------------------------------------------------------------

ELEMENT PARAMETERS

Data structure: paramtableSS_type  [in src/param/param_struct.h]

Size:       184 bytes (more when tables are loaded)

Fields:     iteration_number        iteration number
            num_params              total number of parameters
            search                  array of flags:
                                    0 = don't search this parameter,
                                    1 = do search this parameter
            type                    type of parameter:
                                    0 = additive,
                                    1 = multiplicative
            range                   of parameter values
            min                     of parameter values
            max                     of parameter values
            label                   label of parameter,
                                    for documentation purposes only
            current                 array of parameter values
                                    to be simulated next
            best                    array of parameter values
                                    giving best match so far
            best_match              best match value
            filename                where parameter information is
                                    stored/saved as a binary file
            alloced                 flag: 1 means tables are allocated
            round_number            number of expansion-contraction cycles
                                    we have completed
            variance                current variance of gaussian
                                    distribution
            minvariance                minimum variance of algorithm
            maxvariance                maximum variance of algorithm
            addvarscale                scaling factor for variances of
                                    additive parameters
            multvarscale            scaling factor for variances of
                                    multiplicative parameters
            contract                rate of variance contraction

-------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:   ParamtableSS  [in src/param/paramtableSS.c]

Classes:    param

Actions:    Note: required arguments to actions are in <angle brackets>;
                  optional arguments are in [square brackets].

            CREATE      Creates the object (not invoked directly).

            TABCREATE <num_params>
                        Initializes the object for a given number of
                        parameters.

            DELETE      Deletes all allocated memory.

            TABDELETE   Same as DELETE.

            INITSEARCH  Initializes the search process.  Note that
                        TABCREATE must be called before calling this
                        action.  Also, the maxvariance field must
                        be set before calling this action.  This action
                        will start the search off at the parameters set
                        by the initparamSS function.

            RANDOMIZE   Randomizes parameters in tables; uses a uniform
                        distribution from (best - range, best + range).
                        Can be used after INITSEARCH to pick a random
                        point in the parameter space to start with.

            UPDATE_PARAMS
                        Chooses the next set of parameters to
                        simulate based on past results.

            ACCEPT <match>
                        Copies the match value to the best_match field
                        and the current parameters to the best fields.

            RECENTER    Recalculates the min and max values based on
                        the best and range values.  You might try doing
                        this after a best match is found to allow you
                        to search through a larger search space than
                        the initial limits would allow.

            SAVE [filename]
                        Saves the object as a binary file.  If no
                        argument given, use the "filename" field
                        of the element.

            SAVEBEST <filename>
                        Saves the best parameter set to an ascii file.

            RESTORE [filename]
                        Restores the object from a binary file.  If no
                        argument given, use the "filename" field of the
                        element.

            DISPLAY     Displays the best parameter set obtained so
                        far on stdout.

            CHECK       Runs a series of self-check diagnostics on this
                        object.

Messages:   none

-------------------------------------------------------------------------

Notes:      This object stores parameter tables and calculates new tables
            to be simulated in a parameter search process using a
            stochastic-search algorithm.  Here is a brief description of
            this algorithm:

            A random starting point in parameter space is chosen.  New
            points are selected from a multidimensional Gaussian
            distribution centered on the starting point with a given
            (initially large) variance.  These new points are evaluated,
            and if one is found that is a better match than the previous
            best match, the Gaussian distribution is moved so that it is
            centered on the new (best) point.  In addition, the variance of
            the distribution decreases each iteration until it reaches some
            minimum value, at which time it is increased to the original
            value.  This constitutes one "round", and successive
            expansion-contraction rounds are performed for as long as the
            modeler wants.  In principle, choosing points from a
            distribution with a large variance will allow the modeler to
            search over large regions of parameter space, while choosing
            points from a distribution with a much smaller variance will
            allow the modeler to find locally optimal points in small
            regions of parameter space.

            In general, this algorithm performs more poorly than the
            simulated annealing and the genetic algorithm methods.  It was
            included mostly for comparison purposes, since some
            investigators have used this method for parameterizing neural
            models.  Nevertheless, we recommend that you skip this method
            entirely and instead use the GA or SA methods.

            You can modify the variance separately for additive and
            multiplicative parameters using the addvarscale and
            multvarscale fields.  This can be useful since the scales of
            additive and multiplicative parameters can be very different
            (e.g. of order 1.0 for Gbar scaling (multiplicative) and of
            order 0.001 (1 mV) for minf offsets (additive)).  Ideally you'd
            like to be able to modify the variance on a per-parameter basis
            (like the scalemod fields in paramtableSA) but we haven't
            gotten around to that yet.

Example:    See Scripts/param/SS for demo scripts.
See also: Parameter Search ( Param ), Paramtable , setsearch , initparamSS , paramtableBF , paramtableCG , paramtableGA , paramtableSA

26.46 peristim

Object Type:    peristim

Description:    Generates a peristimulus spike histogram.

Author:         E. De Schutter Caltech 8/91; embellished by D. Jaeger 8/92

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  new_peristim_type [in src/device/dev_struct.h]

Size:           112 bytes

Fields:         output        gives the most recent peristimulus value
                threshold     voltage threshold for determining when a spike
                              occurs
                binwidth      time interval between bins
                num_bins      number of table entries (bins)
                trigger_mode  0 (free run) or 1 (triggered)
                reset_mode    if 1 then bins will be emptied upon RESET
                table         contains num_bins entries of histogram values
                bin_index     index into the table, giving current bin
                              (not set by user)
                bin_steps     time steps since the start of the current bin
                              (not set by user)
                spiking       flag indicating spike in progress
                              (not set by user)
                allocated     flag indicating table has been allocated
                              (not set by user)

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       NewPeriStimulusDistribution [in src/device/new_peristim.c]

Classes:        device

Actions:        CHECK  PROCESS  RESET

Messages:       INVM      voltage   (Records a spike event when voltage first
                                    exceeds threshold.  The voltage must then
                                    fall below threshold before another spike
                                    event can be recorded.)

                TRIGGER   state     (Starts recording spikes starting with the
                                    first bin, when state is non-zero.)

                READTIME  time      (Adds a spike event to the table in the
                                    bin appropriate for the value of time.
                                    This could be used with a timetable,
                                    table, or asc_file element to retrieve
                                    spike times from a table or a file.)

                INSPIKE   state     (Records a spike event whenever state
                                    exceeds threshold.  This message would be
                                    sent by an element, such as a spikegen,
                                    that represents a spike by a state that
                                    lasts for a single time step.)

------------------------------------------------------------------------------

Notes:          In the example below, there are 1000 bins to process 1 second
                of spike events, using a 1 msec bin width.  The typical use
                would be to run the simulation, and send a trigger event to
                the peristim element at 1 second intervals.  This would
                normally coincide with the application of some stimulus to the
                cell.

                Each time the triggering device generates a triggering event
                and stimulates the cell, the resulting action potentials will
                be counted and placed in bins according to the time that they
                occurred since the trigger event.  At the end of the run, the
                histogram results can be retrieved with commands such as
                "getfield /peristim table[{i}]", with i taking on values from
                0 through nbins-1.

                If trigger_mode is set to zero (free run mode), then spike
                data is gathered continously, looping through all the bins and
                then starting again in the first bin.  Otherwise, data after
                the last bin is ignored until a TRIGGER message is received.
                When a non-zero TRIGGER message is received, subseqent spike
                events are binned starting with the the first bin, table[0].
                This is true regardless of the value of trigger_mode.
                Normally the source of the TRIGGER message is an element, such
                as a spikegen, that sends the value of a state field that
                lasts for a single time step.

Example:        

float binwidth = 0.001; int nbins = 1000
create peristim /peristim
setfield /peristim threshold 0 num_bins {nbins}  binwidth {binwidth}
setfield /peristim trigger_mode 1

// Assume that /trigger_device generates spike events in its state field
addmsg /trigger_device  /peristim TRIGGER state
// Assume a cell, generating action potentials in the soma compartment
addmsg /cell/soma /peristim INVM Vm
See also: interspike

26.47 playback

Object Type:    playback

Description:    update a pre-filled buffer

Author:         M. Wilson, Caltech (6/88)

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  playback_type  [in src/buffer/buf_struct.h]

Size:           100 bytes

Fields: 
                tmin
                size
                current
                start
                end
                event_size
                event
                state

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       PlaybackBuffer  [in src/buffer/playback.c]

Classes:        buffer

Actions:        PROCESS
                RESET
                COPY BufferCopy
                CREATE BufferCreate

Messages:       none

------------------------------------------------------------------------------

Notes:          The putevent command may be used to fill the buffer

Example:        

    create playback /test
    putevent /test 10 10.0 20 0.0 30 30.0 40 0.0 50 50.0 60 0.0
    create xform /testform
    create xgraph /testform/graph
    addmsg /test /testform/graph PLOT state *playback *blue
    xshow /testform
    reset
    step 100
See also: putevent

26.48 pool

Object Type:    pool

Description:    Pool of molecules involved in chemical reactions and
                transport between cellular compartments. Keeps track of the
                number of molecules resulting from forward and backward
                reactions. Uses mean-rate theory which assumes large numbers
                of molecules, not probabilities of transitions of individual
                molecules.

                Does Michaelis-Menten enzyme kinetics when hooked to the 'enz'
                object, and standard kinetic reactions with the 'reac' object.
                The MM scheme is modeled as:
                                        k1              k3
                Substrate + Enzyme  <-----> EnzComplex ----> Enz + Prd
                                        k2
                The generic reaction scheme is:
                                        kf
                Substrate1 + S2 + ..  <----> Prd1 + Prd2 + ...
                                        kb

                Note that vol, n and Co are interdependent. vol is never
                changed except by the user or by messages. n changes if Co is
                changed.  Co changes if either vol or n is changed.  Volume is
                typically scaled by the Avogadro number, so that Co is in
                convenient units such as micromolar. 
                
                During integration, all calculations are done in terms of
                n, and, where needed, vol. Co is calculated as n / vol on
                each timestep.
                
Author:         U. S. Bhalla, National Centre for Biological Sciences,
                Bangalore, India. (1993).

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  pool_type  [in src/kinetics/kin_struct.h]

Size:           bytes

Fields:         Co                      Concentration of molecule. Calculated
                                        from 'n' as n/vol.
                CoInit                  Initial concentration of molecule.
                                        Co gets set to this value on RESET.
                CoTotal                 Total concentration of molecule. Used
                                        when applying conservation rules.
                CoRemaining             CoTotal - Co.
                n                       Number of molecules. This is the 
                                        value used for all calcultions.
                nInit                   Initial number of molecules.
                                        'n 'gets set to this value on RESET.
                nTotal                  Total number of molecules. Used
                                        when applying conservation rules.
                nRemaining              nTotal - n
                nMin                    Minimum allowed number of molecules.
                                        Normally zero.
                vol                     Volume occupied by pool. Often involves
                                        extra units so as to have direct
                                        conversion from 'n' to some sensible
                                        units of Co, such as micromolar.
                slave_enable            Flag used to control buffering and
                                        other overrides. Values:
                                        1 - Obey slave message, representing n
                                        2 - Obey slave message, representing Co
                                        4 - Buffering on: n is set to nInit,
                                                Co to CoInit, every timestep.
                                        See below for details.
                keepconc                Flag determining whether to change
                                        concs or n when volume changes
                consv_flag              Internal flag keeping track of presence
                                        of CONSERVE and SUMTOTAL msgs

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       PoolFunc  [in src/kinetics/pool.c]

Classes:        segment, concentration

Actions:        CREATE
                PROCESS
                RESET
                SET

Messages:       REAC            A B     [A is increment to n,
                                        B is decrement to n,
                                        where n is number of molecules in pool.
                                        This message is used for hooking up
                                        all reactions and enzymes.]
                MM_PRD          A       [increment n by A. This message is
                                        used for the product of enzymes.
                                        We assume it is irreversible, so there
                                        is no B term]
                SLAVE           number  [Sets n or Co to this command number 
                                        depending on the slave_enable status,
                                        described below. This message is 
                                        used to make concentrations in the pool
                                        follow an external signal.]
                REMAINING       n       [decrement to nRemaining]
                CONSERVE        n nInit [This message is used for setting up
                                        conservation relationships.
                                        n from all derived molecules is summed
                                        to do the conservation. nInit is used
                                        during RESET to calculate the total
                                        number of molecules. See notes.]
                VOL             vol     [volume of pool]
                SUMTOTAL        n nInit [This message is used to make a pool
                                        whose n is the sum of that of several
                                        other pools. nInit is used at
                                        RESET to get the initial levels]

------------------------------------------------------------------------------

Notes:

        The pool has numerous extras used in practical simulations.
        Most of these are readily accessed from within kinetikit, which is
        the recommended way of developing kinetic simulations. For
        completeness, here is a list of features of the pool:

        1. Buffering. When slave_enable is set to 4, then all the pool
        does is assign n to nInit and Co to CoInit every timestep.

        2. Following an external signal. This works when the SLAVE
        message is passing in the external number. if slave_enable is
        1 then the external number represents n. If it is 2 the
        external number represents Co.

        3. Conservation relationships. In some cases it helps stability
        and accuracy to apply explicit conservation relationships,
        rather than rely on the implicit ones that arise from the
        numerical integrations. Warning: in some cases explicit
        conservation relationships actually worsen stability ! So
        try it for each case before relying on it. Conservation
        relationships are set up in two phases:
        - identify the pool whose value you want to be calculated
        from conservation.
        - Send CONSERVE messages from all pools to which this molecule
        gets converted. Be sure you have found ALL the pools: this is
        a very common source of error. For example, you may need to
        send a CONSERVE message from enzyme intermediates, which
        are represented by 'enz' objects.

        4. Summation. In some cases the final amount of an active
        species recieves contributions from several independent pathways.
        An example is an enzyme whose active site always has the same 
        activity regardless of the means of activation. The total amount
        of the active enzyme could then be represented as the sum of
        the active forms from several independent activation pathways.
        The SUMTOTAL message is used for such cases.

        5. Calculating the amount of the molecule that has reacted, and is
        no longer in this pool.
        The nRemaining field plus the REMAINING message are used for this.
        Again, the REMAINING message must come in from all other molecules
        into which this pool may convert. This is mainly useful for checking
        accuracy and stability.

        The combination of pools, reacs, and tables is capable in principle of 
        implementing very complicated ODEs, not restricted to
        chemical reactions. The pools represent the variables, reacs represent
        processes increasing and decreasing variables, and the tables can
        twiddle the rate constants of the reacs according to arbitrary
        complicated functions. It should be stressed that this is an
        extremely inefficient but reasonably general way of doing this.

Example:
                                
Message setup between pools, reacs and enzymes:
        
        For the reaction 

                  kf
        2X + Y <======> Z
                  kb
        
        we would have 3 pools, and 1 reac. The messaging would be as follows:
        
                addmsg  X       reac    SUBSTRATE       n
                addmsg  X       reac    SUBSTRATE       n
                addmsg  reac    X       REAC            A B
                addmsg  reac    X       REAC            A B

                addmsg  Y       reac    SUBSTRATE n
                addmsg  reac    Y       REAC            A B
        
                addmsg  Z       reac    SUBSTRATE       n
                addmsg  reac    Z       REAC            B A

        Some points about this messaging scheme:
        1. We need N sets of SUBSTRATE and REAC messages between a pool and
        a reac, where the order of the reaction for that pool is N.
        2. The Z pool, which is the product, has the A and B state variables
        reversed in the message. This is because any decrease in X or Y is an
        _increase_ in Z.
        
        Setting up the enzymatic reaction:

                Sub + X --> Prd

        We normally put the enzyme site enz as a child of the pool which
        represents the enzyme.

                create enz X/enz
        
        A given pool can have any number of enzyme
        'sites'. This is required when an enzyme has different levels
        of activity for different substrates, as each of the enzyme 'sites'
        can then be given different rates. The messaging would look like this:

                addmsg  X       X/enz   ENZYME          n
                addmsg  X/enz   X       REAC            eA B

                addmsg  sub     X/enz   SUBSTRATE       n
                addmsg  X/enz   sub     REAC            sA B

                addmsg  X/enz   prd     MM_PRD          pA

        Some points about this messaging scheme:
        1. In the irreversible Michaelis-Menten model we are using, the
        enzyme cannot reduce the level of the product. So there is only one
        term required in the outgoing message, and no incoming message from 
        the product to the enzyem
        2. If this scheme doesn't suit you, you can always build better
        enzyme models using combinations of reacs and intermediate pools.

26.49 pulsegen

Object Type:    pulsegen

Description:    General purpose pulse generator

Author:         M. Nelson, Caltech (4/89)

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  pulsegen_type  [in src/user/user_struct.h]

Size:           120 bytes

Fields:         level1          level of pulse1
                width1          width of pulse1
                delay1          delay of pulse1
                                  (wrt ext. input - trig or gate mode)
                                  (wrt pulse2     - free run mode)
                level2          level of pulse2
                width2          width of pulse2
                delay2          delay of pulse2 (wrt pulse1)
                baselevel       baseline level
                trig_mode       flag: 0=free run, 1=ext. trig, 2=ext. gate
                output          output
                trig_time       internal state variable
                previous_input  internal state variable

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       PulseGen  [in src/user/pulsegen.c]

Classes:        device

Actions:        PROCESS  RESET

Messages:       INPUT "gate/trig"   (0 = low, non-0 = high)
                LEVEL pulse# level
                WIDTH pulse# width
                DELAY pulse# delay

------------------------------------------------------------------------------

Notes:

This device can generate a variety of pulse patterns:  single pulses, double
pulses (each with its own level and width), and pulse trains (of single
pulses or pairs).  It can be triggered, gated, or allowed to free run.

In combination with a spikegen object, it can be used to generate bursts of
spikes for use as synaptic input.  (See Scripts/neuron/inputs.g.)

The following diagram illustrates the relationships between the fields:

                      +-----------------+ level1
  trigger             |                 |
     |                |                 |        +-------------+ level2
     |                |                 |        |             |
     V                |                 |        |             |
     +--- baselevel --+                 +--------+             +----

     <---- delay1 ----><---- width1 ---->         <-- width2 -->
                       <--------- delay2 -------->
If delay2 <= width1, then level2 starts imediately after the end of the
pulse at level1.  This means that if delay2, width2 and level2 are not set
and remain at their default values of 0, there will be only one type of
pulse.  It will repeat after a time delay1 after the end of the pulse
(free run mode) or a time delay1 after it is triggered (trigger or gate
mode).

Example:        Scripts/examples/pulsegen/PulseGenDemo.g

See also:       

26.50 randomspike

Object Type:    randomspike

Description:    place a random event into the buffer

Author:         M. Wilson, Caltech 6/88, Dave Bilitch 1/94

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  Randomspike_type  [src/newconn/newconn_struct.h]

Size:           100 bytes

Fields:         min_amp         minimum amplitude of event
                max_amp         maximum amplitude of event
                rate            rate of generation of events
                reset           flag for whether to reset after each event
                reset_value     what to reset state to
                state           current state of object
                abs_refract     minimum time between events

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       RandomEvent  [in src/newconn/randomspike.c]

Classes:        buffer

Actions:        INIT
                RESET
                PROCESS

Messages:       RATE    rate
                MINMAX  min max

------------------------------------------------------------------------------

Notes:          Generates a time series of events at a rate given by the rate
                parameter. The probability of an event for a single time step
                is given by rate*dt where dt is the clock rate of the
                element.  However, no event will be generated at a time less
                than abs_refract.  When an event has been generated, the
                amplitude of the event is a random variable uniformly
                distributed between min_amp and max_amp.  The state field
                has the value of the event amplitude if an event has been
                generated. If an event is not generated then the value of
                the state field depends on the reset field.  If reset is
                non-zero then the state is takes on the value given in
                reset_value. Otherwise the state will behave like a latch
                containing the amplitude of the previous event.

Example:        Scripts/tutorials/tutorial4.g

See also:       

26.51 reac

Object Type:    reac

Description:    Chemical reaction object. Works with pools to provide kf and
                kb. Reacs calculate the changes in concs for each pool hooked
                into them. The pool is responsible for adding up all the
                up and down changes resulting from various reactions it is
                involved in. Each reac can handle any number of substrates
                and products, though reactions of order greater than 2 are
                rare. Any number of reacs can be hooked up to a given pool.

                The generic reaction scheme is:
                                        kf
                Substrate1 + S2 + ..  <----> Prd1 + Prd2 + ...
                                        kb

Author:         U. S. Bhalla, National Centre for Biological Sciences,
                Bangalore, India. (1996).

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  reac_type  [in src/kinetics/kin_struct.h]

Size:           bytes

Fields:         kf                      Forward rate constant. Units depend
                                        on the order of the reaction, ie,
                                        the number of molecules on the
                                        left hand side. First
                                        order is sec^-1, second order is
                                        sec^-1.num^-1, etc.
                kb                      Backward rate constant. Units depend
                                        on the number of molecules on the
                                        right hand side, in a similar way.
                A, B                    Internal state variables, used to
                                        communicate with pools. A represents
                                        increase in the pool n, B is the
                                        decrease.

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       ReacFunc  [in src/kinetics/reac.c]

Classes:        segment

Actions:        PROCESS
                RESET
                SET

Messages:       SUBSTRATE       n       [Number of molecules in substrate pool]
                PRODUCT         n       [Number of molecules in product pool]
                KF              kf      [Forward rate constant]
                KB              kb      [Backward rate constant]

------------------------------------------------------------------------------

Notes:          See pool documentation for complete example.

------------------------------------------------------------------------------

26.52 receptor

Object Type:    receptor

Description:    takes the weighted sum of up to 10 odors to determine membraneesenting n
         P>
Object Type:    pulsegen

Description:    General purpose pulse generator

Author:         M. Nelson, Caltech (4/89)

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  pulsegen_type  [in src/user/user_struct.h]

Size:           120 bytes

Fields:         level1          level of pulse1
                width1          width of pulse1
                delay1          delay of pulse1
                                  (wrt ext. input - trig or gate mode)
                                  (wrt pulse2     - free run mode)
                level2          level of pulse2
                width2          width of pulse2
                delay2          delay of pulse2 (wrt pulse1)
                baselevel       baseline level
                trig_mode       flag: 0=free run, 1=ext. trig, 2=ext. gate
                output          output
                trig_time       internal state variable
                previous_input  internal state variable

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       PulseGen  [in src/user/pulsegen.c]

Classes:        device

Actions:        PROCESS  RESET

Messages:       INPUT "gate/trig"   (0 = low, non-0 = high)
                LEVEL pulse# level
                WIDTH pulse# width
                DELAY pulse# delay

------------------------------------------------------------------------------

Notes:

This device can generate a variety of pulse patterns:  single pulses, double
pulses (each with its own level and width), and pulse trains (of single
pulses or pairs).  It can be triggered, gated, or allowed to free run.

In combination with a spikegen object, it can be used to generate bursts of
spikes for use as synaptic input.  (See Scripts/neuron/inputs.g.)

The following diagram illustrates the relationships between the fields:

                      +-----------------+ level1
  trigger             |                 |
     |                |                 |        +-------------+ level2
     |                |                 |        |             |
     V                |                 |        |             |
     +--- baselevel --+                 +--------+             +----

     <---- delay1 ----><---- width1 ---->         <-- width2 -->
                       <--------- delay2 -------->
If delay2 <= width1, then level2 starts imediately after the end of the
pulse at level1.  This means that if delay2, width2 and level2 are not set
and remain at their default values of 0, there will be only one type of
pulse.  It will repeat after a time delay1 after the end of the pulse
(free run mode) or a time delay1 after it is triggered (trigger or gate
mode).

Example:        Scripts/examples/pulsegen/PulseGenDemo.g

See also:       

26.50 randomspike

Object Type:    randomspike

Description:    place a random event into the buffer

Author:         M. Wilson, Caltech 6/88, Dave Bilitch 1/94

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  Randomspike_type  [src/newconn/newconn_struct.h]

Size:           100 bytes

Fields:         min_amp         minimum amplitude of event
                max_amp         maximum amplitude of event
                rate            rate of generation of events
                reset           flag for whether to reset after each event
                reset_value     what to reset state to
                state           current state of object
                abs_refract     minimum time between events

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       RandomEvent  [in src/newconn/randomspike.c]

Classes:        buffer

Actions:        INIT
                RESET
                PROCESS

Messages:       RATE    rate
                MINMAX  min max

------------------------------------------------------------------------------

Notes:          Generates a time series of events at a rate given by the rate
                parameter. The probability of an event for a single time step
                is given by rate*dt where dt is the clock rate of the
                element.  However, no event will be generated at a time less
                than abs_refract.  When an event has been generated, the
                amplitude of the event is a random variable uniformly
                distributed between min_amp and max_amp.  The state field
                has the value of the event amplitude if an event has been
                generated. If an event is not generated then the value of
                the state field depends on the reset field.  If reset is
                non-zero then the state is takes on the value given in
                reset_value. Otherwise the state will behave like a latch
                containing the amplitude of the previous event.

Example:        Scripts/tutorials/tutorial4.g

See also:       

26.51 reac

Object Type:    reac

Description:    Chemical reaction object. Works with pools to provide kf and
                kb. Reacs calculate the changes in concs for each pool hooked
                into them. The pool is responsible for adding up all the
                up and down changes resulting from various reactions it is
                involved in. Each reac can handle any number of substrates
                and products, though reactions of order greater than 2 are
                rare. Any number of reacs can be hooked up to a given pool.

                The generic reaction scheme is:
                                        kf
                Substrate1 + S2 + ..  <----> Prd1 + Prd2 + ...
                                        kb

Author:         U. S. Bhalla, National Centre for Biological Sciences,
                Bangalore, India. (1996).

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  reac_type  [in src/kinetics/kin_struct.h]

Size:           bytes

Fields:         kf                      Forward rate constant. Units depend
                                        on the order of the reaction, ie,
                                        the number of molecules on the
                                        left hand side. First
                                        order is sec^-1, second order is
                                        sec^-1.num^-1, etc.
                kb                      Backward rate constant. Units depend
                                        on the number of molecules on the
                                        right hand side, in a similar way.
                A, B                    Internal state variables, used to
                                        communicate with pools. A represents
                                        increase in the pool n, B is the
                                        decrease.

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       ReacFunc  [in src/kinetics/reac.c]

Classes:        segment

Actions:        PROCESS
                RESET
                SET

Messages:       SUBSTRATE       n       [Number of molecules in substrate pool]
                PRODUCT         n       [Number of molecules in product pool]
                KF              kf      [Forward rate constant]
                KB              kb      [Backward rate constant]

------------------------------------------------------------------------------

Notes:          See pool documentation for complete example.

------------------------------------------------------------------------------

26.52 receptor

Object Type:    receptor

Description:    takes the weighted sum of up to 10 odors to determine membraneesenting n
         P>
Object Type:    pulsegen

Description:    General purpose pulse generator

Author:         M. Nelson, Caltech (4/89)

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  pulsegen_type  [in src/user/user_struct.h]

Size:           120 bytes

Fields:         level1          level of pulse1
                width1          width of pulse1
                delay1          delay of pulse1
                                  (wrt ext. input - trig or gate mode)
                                  (wrt pulse2     - free run mode)
                level2          level of pulse2
                width2          width of pulse2
                delay2          delay of pulse2 (wrt pulse1)
                baselevel       baseline level
                trig_mode       flag: 0=free run, 1=ext. trig, 2=ext. gate
                output          output
                trig_time       internal state variable
                previous_input  internal state variable

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       PulseGen  [in src/user/pulsegen.c]

Classes:        device

Actions:        PROCESS  RESET

Messages:       INPUT "gate/trig"   (0 = low, non-0 = high)
                LEVEL pulse# level
                WIDTH pulse# width
                DELAY pulse# delay

------------------------------------------------------------------------------

Notes:

This device can generate a variety of pulse patterns:  single pulses, double
pulses (each with its own level and width), and pulse trains (of single
pulses or pairs).  It can be triggered, gated, or allowed to free run.

In combination with a spikegen object, it can be used to generate bursts of
spikes for use as synaptic input.  (See Scripts/neuron/inputs.g.)

The following diagram illustrates the relationships between the fields:

                      +-----------------+ level1
  trigger             |                 |
     |                |                 |        +-------------+ level2
     |                |                 |        |             |
     V                |                 |        |             |
     +--- baselevel --+                 +--------+             +----

     <---- delay1 ----><---- width1 ---->         <-- width2 -->
                       <--------- delay2 -------->
If delay2 <= width1, then level2 starts imediately after the end of the
pulse at level1.  This means that if delay2, width2 and level2 are not set
and remain at their default values of 0, there will be only one type of
pulse.  It will repeat after a time delay1 after the end of the pulse
(free run mode) or a time delay1 after it is triggered (trigger or gate
mode).

Example:        Scripts/examples/pulsegen/PulseGenDemo.g

See also:       

26.50 randomspike

Object Type:    randomspike

Description:    place a random event into the buffer

Author:         M. Wilson, Caltech 6/88, Dave Bilitch 1/94

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  Randomspike_type  [src/newconn/newconn_struct.h]

Size:           100 bytes

Fields:         min_amp         minimum amplitude of event
                max_amp         maximum amplitude of event
                rate            rate of generation of events
                reset           flag for whether to reset after each event
                reset_value     what to reset state to
                state           current state of object
                abs_refract     minimum time between events

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       RandomEvent  [in src/newconn/randomspike.c]

Classes:        buffer

Actions:        INIT
                RESET
                PROCESS

Messages:       RATE    rate
                MINMAX  min max

------------------------------------------------------------------------------

Notes:          Generates a time series of events at a rate given by the rate
                parameter. The probability of an event for a single time step
                is given by rate*dt where dt is the clock rate of the
                element.  However, no event will be generated at a time less
                than abs_refract.  When an event has been generated, the
                amplitude of the event is a random variable uniformly
                distributed between min_amp and max_amp.  The state field
                has the value of the event amplitude if an event has been
                generated. If an event is not generated then the value of
                the state field depends on the reset field.  If reset is
                non-zero then the state is takes on the value given in
                reset_value. Otherwise the state will behave like a latch
                containing the amplitude of the previous event.

Example:        Scripts/tutorials/tutorial4.g

See also:       

26.51 reac

Object Type:    reac

Description:    Chemical reaction object. Works with pools to provide kf and
                kb. Reacs calculate the changes in concs for each pool hooked
                into them. The pool is responsible for adding up all the
                up and down changes resulting from various reactions it is
                involved in. Each reac can handle any number of substrates
                and products, though reactions of order greater than 2 are
                rare. Any number of reacs can be hooked up to a given pool.

                The generic reaction scheme is:
                                        kf
                Substrate1 + S2 + ..  <----> Prd1 + Prd2 + ...
                                        kb

Author:         U. S. Bhalla, National Centre for Biological Sciences,
                Bangalore, India. (1996).

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  reac_type  [in src/kinetics/kin_struct.h]

Size:           bytes

Fields:         kf                      Forward rate constant. Units depend
                                        on the order of the reaction, ie,
                                        the number of molecules on the
                                        left hand side. First
                                        order is sec^-1, second order is
                                        sec^-1.num^-1, etc.
                kb                      Backward rate constant. Units depend
                                        on the number of molecules on the
                                        right hand side, in a similar way.
                A, B                    Internal state variables, used to
                                        communicate with pools. A represents
                                        increase in the pool n, B is the
                                        decrease.

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       ReacFunc  [in src/kinetics/reac.c]

Classes:        segment

Actions:        PROCESS
                RESET
                SET

Messages:       SUBSTRATE       n       [Number of molecules in substrate pool]
                PRODUCT         n       [Number of molecules in product pool]
                KF              kf      [Forward rate constant]
                KB              kb      [Backward rate constant]

------------------------------------------------------------------------------

Notes:          See pool documentation for complete example.

------------------------------------------------------------------------------

26.52 receptor

Object Type:    receptor

Description:    takes the weighted sum of up to 10 odors to determine membraneesenting n
         P>
Object Type:    pulsegen

Description:    General purpose pulse generator

Author:         M. Nelson, Caltech (4/89)

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  pulsegen_type  [in src/user/user_struct.h]

Size:           120 bytes

Fields:         level1          level of pulse1
                width1          width of pulse1
                delay1          delay of pulse1
                                  (wrt ext. input - trig or gate mode)
                                  (wrt pulse2     - free run mode)
                level2          level of pulse2
                width2          width of pulse2
                delay2          delay of pulse2 (wrt pulse1)
                baselevel       baseline level
                trig_mode       flag: 0=free run, 1=ext. trig, 2=ext. gate
                output          output
                trig_time       internal state variable
                previous_input  internal state variable

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       PulseGen  [in src/user/pulsegen.c]

Classes:        device

Actions:        PROCESS  RESET

Messages:       INPUT "gate/trig"   (0 = low, non-0 = high)
                LEVEL pulse# level
                WIDTH pulse# width
                DELAY pulse# delay

------------------------------------------------------------------------------

Notes:

This device can generate a variety of pulse patterns:  single pulses, double
pulses (each with its own level and width), and pulse trains (of single
pulses or pairs).  It can be triggered, gated, or allowed to free run.

In combination with a spikegen object, it can be used to generate bursts of
spikes for use as synaptic input.  (See Scripts/neuron/inputs.g.)

The following diagram illustrates the relationships between the fields:

                      +-----------------+ level1
  trigger             |                 |
     |                |                 |        +-------------+ level2
     |                |                 |        |             |
     V                |                 |        |             |
     +--- baselevel --+                 +--------+             +----

     <---- delay1 ----><---- width1 ---->         <-- width2 -->
                       <--------- delay2 -------->
If delay2 <= width1, then level2 starts imediately after the end of the
pulse at level1.  This means that if delay2, width2 and level2 are not set
and remain at their default values of 0, there will be only one type of
pulse.  It will repeat after a time delay1 after the end of the pulse
(free run mode) or a time delay1 after it is triggered (trigger or gate
mode).

Example:        Scripts/examples/pulsegen/PulseGenDemo.g

See also:       

26.50 randomspike

Object Type:    randomspike

Description:    place a random event into the buffer

Author:         M. Wilson, Caltech 6/88, Dave Bilitch 1/94

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  Randomspike_type  [src/newconn/newconn_struct.h]

Size:           100 bytes

Fields:         min_amp         minimum amplitude of event
                max_amp         maximum amplitude of event
                rate            rate of generation of events
                reset           flag for whether to reset after each event
                reset_value     what to reset state to
                state           current state of object
                abs_refract     minimum time between events

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       RandomEvent  [in src/newconn/randomspike.c]

Classes:        buffer

Actions:        INIT
                RESET
                PROCESS

Messages:       RATE    rate
                MINMAX  min max

------------------------------------------------------------------------------

Notes:          Generates a time series of events at a rate given by the rate
                parameter. The probability of an event for a single time step
                is given by rate*dt where dt is the clock rate of the
                element.  However, no event will be generated at a time less
                than abs_refract.  When an event has been generated, the
                amplitude of the event is a random variable uniformly
                distributed between min_amp and max_amp.  The state field
                has the value of the event amplitude if an event has been
                generated. If an event is not generated then the value of
                the state field depends on the reset field.  If reset is
                non-zero then the state is takes on the value given in
                reset_value. Otherwise the state will behave like a latch
                containing the amplitude of the previous event.

Example:        Scripts/tutorials/tutorial4.g

See also:       

26.51 reac

Object Type:    reac

Description:    Chemical reaction object. Works with pools to provide kf and
                kb. Reacs calculate the changes in concs for each pool hooked
                into them. The pool is responsible for adding up all the
                up and down changes resulting from various reactions it is
                involved in. Each reac can handle any number of substrates
                and products, though reactions of order greater than 2 are
                rare. Any number of reacs can be hooked up to a given pool.

                The generic reaction scheme is:
                                        kf
                Substrate1 + S2 + ..  <----> Prd1 + Prd2 + ...
                                        kb

Author:         U. S. Bhalla, National Centre for Biological Sciences,
                Bangalore, India. (1996).

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  reac_type  [in src/kinetics/kin_struct.h]

Size:           bytes

Fields:         kf                      Forward rate constant. Units depend
                                        on the order of the reaction, ie,
                                        the number of molecules on the
                                        left hand side. First
                                        order is sec^-1, second order is
                                        sec^-1.num^-1, etc.
                kb                      Backward rate constant. Units depend
                                        on the number of molecules on the
                                        right hand side, in a similar way.
                A, B                    Internal state variables, used to
                                        communicate with pools. A represents
                                        increase in the pool n, B is the
                                        decrease.

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       ReacFunc  [in src/kinetics/reac.c]

Classes:        segment

Actions:        PROCESS
                RESET
                SET

Messages:       SUBSTRATE       n       [Number of molecules in substrate pool]
                PRODUCT         n       [Number of molecules in product pool]
                KF              kf      [Forward rate constant]
                KB              kb      [Backward rate constant]

------------------------------------------------------------------------------

Notes:          See pool documentation for complete example.

------------------------------------------------------------------------------

26.52 receptor

Object Type:    receptor

Description:    takes the weighted sum of up to 10 odors to determine membraneesenting n
         P>
Object Type:    pulsegen

Description:    General purpose pulse generator

Author:         M. Nelson, Caltech (4/89)

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  pulsegen_type  [in src/user/user_struct.h]

Size:           120 bytes

Fields:         level1          level of pulse1
                width1          width of pulse1
                delay1          delay of pulse1
                                  (wrt ext. input - trig or gate mode)
                                  (wrt pulse2     - free run mode)
                level2          level of pulse2
                width2          width of pulse2
                delay2          delay of pulse2 (wrt pulse1)
                baselevel       baseline level
                trig_mode       flag: 0=free run, 1=ext. trig, 2=ext. gate
                output          output
                trig_time       internal state variable
                previous_input  internal state variable

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       PulseGen  [in src/user/pulsegen.c]

Classes:        device

Actions:        PROCESS  RESET

Messages:       INPUT "gate/trig"   (0 = low, non-0 = high)
                LEVEL pulse# level
                WIDTH pulse# width
                DELAY pulse# delay

------------------------------------------------------------------------------

Notes:

This device can generate a variety of pulse patterns:  single pulses, double
pulses (each with its own level and width), and pulse trains (of single
pulses or pairs).  It can be triggered, gated, or allowed to free run.

In combination with a spikegen object, it can be used to generate bursts of
spikes for use as synaptic input.  (See Scripts/neuron/inputs.g.)

The following diagram illustrates the relationships between the fields:

                      +-----------------+ level1
  trigger             |                 |
     |                |                 |        +-------------+ level2
     |                |                 |        |             |
     V                |                 |        |             |
     +--- baselevel --+                 +--------+             +----

     <---- delay1 ----><---- width1 ---->         <-- width2 -->
                       <--------- delay2 -------->
If delay2 <= width1, then level2 starts imediately after the end of the
pulse at level1.  This means that if delay2, width2 and level2 are not set
and remain at their default values of 0, there will be only one type of
pulse.  It will repeat after a time delay1 after the end of the pulse
(free run mode) or a time delay1 after it is triggered (trigger or gate
mode).

Example:        Scripts/examples/pulsegen/PulseGenDemo.g

See also:       

26.50 randomspike

Object Type:    randomspike

Description:    place a random event into the buffer

Author:         M. Wilson, Caltech 6/88, Dave Bilitch 1/94

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  Randomspike_type  [src/newconn/newconn_struct.h]

Size:           100 bytes

Fields:         min_amp         minimum amplitude of event
                max_amp         maximum amplitude of event
                rate            rate of generation of events
                reset           flag for whether to reset after each event
                reset_value     what to reset state to
                state           current state of object
                abs_refract     minimum time between events

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       RandomEvent  [in src/newconn/randomspike.c]

Classes:        buffer

Actions:        INIT
                RESET
                PROCESS

Messages:       RATE    rate
                MINMAX  min max

------------------------------------------------------------------------------

Notes:          Generates a time series of events at a rate given by the rate
                parameter. The probability of an event for a single time step
                is given by rate*dt where dt is the clock rate of the
                element.  However, no event will be generated at a time less
                than abs_refract.  When an event has been generated, the
                amplitude of the event is a random variable uniformly
                distributed between min_amp and max_amp.  The state field
                has the value of the event amplitude if an event has been
                generated. If an event is not generated then the value of
                the state field depends on the reset field.  If reset is
                non-zero then the state is takes on the value given in
                reset_value. Otherwise the state will behave like a latch
                containing the amplitude of the previous event.

Example:        Scripts/tutorials/tutorial4.g

See also:       

26.51 reac

Object Type:    reac

Description:    Chemical reaction object. Works with pools to provide kf and
                kb. Reacs calculate the changes in concs for each pool hooked
                into them. The pool is responsible for adding up all the
                up and down changes resulting from various reactions it is
                involved in. Each reac can handle any number of substrates
                and products, though reactions of order greater than 2 are
                rare. Any number of reacs can be hooked up to a given pool.

                The generic reaction scheme is:
                                        kf
                Substrate1 + S2 + ..  <----> Prd1 + Prd2 + ...
                                        kb

Author:         U. S. Bhalla, National Centre for Biological Sciences,
                Bangalore, India. (1996).

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  reac_type  [in src/kinetics/kin_struct.h]

Size:           bytes

Fields:         kf                      Forward rate constant. Units depend
                                        on the order of the reaction, ie,
                                        the number of molecules on the
                                        left hand side. First
                                        order is sec^-1, second order is
                                        sec^-1.num^-1, etc.
                kb                      Backward rate constant. Units depend
                                        on the number of molecules on the
                                        right hand side, in a similar way.
                A, B                    Internal state variables, used to
                                        communicate with pools. A represents
                                        increase in the pool n, B is the
                                        decrease.

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       ReacFunc  [in src/kinetics/reac.c]

Classes:        segment

Actions:        PROCESS
                RESET
                SET

Messages:       SUBSTRATE       n       [Number of molecules in substrate pool]
                PRODUCT         n       [Number of molecules in product pool]
                KF              kf      [Forward rate constant]
                KB              kb      [Backward rate constant]

------------------------------------------------------------------------------

Notes:          See pool documentation for complete example.

------------------------------------------------------------------------------

26.52 receptor

Object Type:    receptor

Description:    takes the weighted sum of up to 10 odors to determine membraneesenting n
         P>
Object Type:    pulsegen

Description:    General purpose pulse generator

Author:         M. Nelson, Caltech (4/89)

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  pulsegen_type  [in src/user/user_struct.h]

Size:           120 bytes

Fields:         level1          level of pulse1
                width1          width of pulse1
                delay1          delay of pulse1
                                  (wrt ext. input - trig or gate mode)
                                  (wrt pulse2     - free run mode)
                level2          level of pulse2
                width2          width of pulse2
                delay2          delay of pulse2 (wrt pulse1)
                baselevel       baseline level
                trig_mode       flag: 0=free run, 1=ext. trig, 2=ext. gate
                output          output
                trig_time       internal state variable
                previous_input  internal state variable

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       PulseGen  [in src/user/pulsegen.c]

Classes:        device

Actions:        PROCESS  RESET

Messages:       INPUT "gate/trig"   (0 = low, non-0 = high)
                LEVEL pulse# level
                WIDTH pulse# width
                DELAY pulse# delay

------------------------------------------------------------------------------

Notes:

This device can generate a variety of pulse patterns:  single pulses, double
pulses (each with its own level and width), and pulse trains (of single
pulses or pairs).  It can be triggered, gated, or allowed to free run.

In combination with a spikegen object, it can be used to generate bursts of
spikes for use as synaptic input.  (See Scripts/neuron/inputs.g.)

The following diagram illustrates the relationships between the fields:

                      +-----------------+ level1
  trigger             |                 |
     |                |                 |        +-------------+ level2
     |                |                 |        |             |
     V                |                 |        |             |
     +--- baselevel --+                 +--------+             +----

     <---- delay1 ----><---- width1 ---->         <-- width2 -->
                       <--------- delay2 -------->
If delay2 <= width1, then level2 starts imediately after the end of the
pulse at level1.  This means that if delay2, width2 and level2 are not set
and remain at their default values of 0, there will be only one type of
pulse.  It will repeat after a time delay1 after the end of the pulse
(free run mode) or a time delay1 after it is triggered (trigger or gate
mode).

Example:        Scripts/examples/pulsegen/PulseGenDemo.g

See also:       

26.50 randomspike

Object Type:    randomspike

Description:    place a random event into the buffer

Author:         M. Wilson, Caltech 6/88, Dave Bilitch 1/94

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  Randomspike_type  [src/newconn/newconn_struct.h]

Size:           100 bytes

Fields:         min_amp         minimum amplitude of event
                max_amp         maximum amplitude of event
                rate            rate of generation of events
                reset           flag for whether to reset after each event
                reset_value     what to reset state to
                state           current state of object
                abs_refract     minimum time between events

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       RandomEvent  [in src/newconn/randomspike.c]

Classes:        buffer

Actions:        INIT
                RESET
                PROCESS

Messages:       RATE    rate
                MINMAX  min max

------------------------------------------------------------------------------

Notes:          Generates a time series of events at a rate given by the rate
                parameter. The probability of an event for a single time step
                is given by rate*dt where dt is the clock rate of the
                element.  However, no event will be generated at a time less
                than abs_refract.  When an event has been generated, the
                amplitude of the event is a random variable uniformly
                distributed between min_amp and max_amp.  The state field
                has the value of the event amplitude if an event has been
                generated. If an event is not generated then the value of
                the state field depends on the reset field.  If reset is
                non-zero then the state is takes on the value given in
                reset_value. Otherwise the state will behave like a latch
                containing the amplitude of the previous event.

Example:        Scripts/tutorials/tutorial4.g

See also:       

26.51 reac

Object Type:    reac

Description:    Chemical reaction object. Works with pools to provide kf and
                kb. Reacs calculate the changes in concs for each pool hooked
                into them. The pool is responsible for adding up all the
                up and down changes resulting from various reactions it is
                involved in. Each reac can handle any number of substrates
                and products, though reactions of order greater than 2 are
                rare. Any number of reacs can be hooked up to a given pool.

                The generic reaction scheme is:
                                        kf
                Substrate1 + S2 + ..  <----> Prd1 + Prd2 + ...
                                        kb

Author:         U. S. Bhalla, National Centre for Biological Sciences,
                Bangalore, India. (1996).

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  reac_type  [in src/kinetics/kin_struct.h]

Size:           bytes

Fields:         kf                      Forward rate constant. Units depend
                                        on the order of the reaction, ie,
                                        the number of molecules on the
                                        left hand side. First
                                        order is sec^-1, second order is
                                        sec^-1.num^-1, etc.
                kb                      Backward rate constant. Units depend
                                        on the number of molecules on the
                                        right hand side, in a similar way.
                A, B                    Internal state variables, used to
                                        communicate with pools. A represents
                                        increase in the pool n, B is the
                                        decrease.

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       ReacFunc  [in src/kinetics/reac.c]

Classes:        segment

Actions:        PROCESS
                RESET
                SET

Messages:       SUBSTRATE       n       [Number of molecules in substrate pool]
                PRODUCT         n       [Number of molecules in product pool]
                KF              kf      [Forward rate constant]
                KB              kb      [Backward rate constant]

------------------------------------------------------------------------------

Notes:          See pool documentation for complete example.

------------------------------------------------------------------------------

26.52 receptor

Object Type:    receptor

Description:    takes the weighted sum of up to 10 odors to determine membraneesenting n
         P>
Object Type:    pulsegen

Description:    General purpose pulse generator

Author:         M. Nelson, Caltech (4/89)

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  pulsegen_type  [in src/user/user_struct.h]

Size:           120 bytes

Fields:         level1          level of pulse1
                width1          width of pulse1
                delay1          delay of pulse1
                                  (wrt ext. input - trig or gate mode)
                                  (wrt pulse2     - free run mode)
                level2          level of pulse2
                width2          width of pulse2
                delay2          delay of pulse2 (wrt pulse1)
                baselevel       baseline level
                trig_mode       flag: 0=free run, 1=ext. trig, 2=ext. gate
                output          output
                trig_time       internal state variable
                previous_input  internal state variable

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       PulseGen  [in src/user/pulsegen.c]

Classes:        device

Actions:        PROCESS  RESET

Messages:       INPUT "gate/trig"   (0 = low, non-0 = high)
                LEVEL pulse# level
                WIDTH pulse# width
                DELAY pulse# delay

------------------------------------------------------------------------------

Notes:

This device can generate a variety of pulse patterns:  single pulses, double
pulses (each with its own level and width), and pulse trains (of single
pulses or pairs).  It can be triggered, gated, or allowed to free run.

In combination with a spikegen object, it can be used to generate bursts of
spikes for use as synaptic input.  (See Scripts/neuron/inputs.g.)

The following diagram illustrates the relationships between the fields:

                      +-----------------+ level1
  trigger             |                 |
     |                |                 |        +-------------+ level2
     |                |                 |        |             |
     V                |                 |        |             |
     +--- baselevel --+                 +--------+             +----

     <---- delay1 ----><---- width1 ---->         <-- width2 -->
                       <--------- delay2 -------->
If delay2 <= width1, then level2 starts imediately after the end of the
pulse at level1.  This means that if delay2, width2 and level2 are not set
and remain at their default values of 0, there will be only one type of
pulse.  It will repeat after a time delay1 after the end of the pulse
(free run mode) or a time delay1 after it is triggered (trigger or gate
mode).

Example:        Scripts/examples/pulsegen/PulseGenDemo.g

See also:       

26.50 randomspike

Object Type:    randomspike

Description:    place a random event into the buffer

Author:         M. Wilson, Caltech 6/88, Dave Bilitch 1/94

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  Randomspike_type  [src/newconn/newconn_struct.h]

Size:           100 bytes

Fields:         min_amp         minimum amplitude of event
                max_amp         maximum amplitude of event
                rate            rate of generation of events
                reset           flag for whether to reset after each event
                reset_value     what to reset state to
                state           current state of object
                abs_refract     minimum time between events

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       RandomEvent  [in src/newconn/randomspike.c]

Classes:        buffer

Actions:        INIT
                RESET
                PROCESS

Messages:       RATE    rate
                MINMAX  min max

------------------------------------------------------------------------------

Notes:          Generates a time series of events at a rate given by the rate
                parameter. The probability of an event for a single time step
                is given by rate*dt where dt is the clock rate of the
                element.  However, no event will be generated at a time less
                than abs_refract.  When an event has been generated, the
                amplitude of the event is a random variable uniformly
                distributed between min_amp and max_amp.  The state field
                has the value of the event amplitude if an event has been
                generated. If an event is not generated then the value of
                the state field depends on the reset field.  If reset is
                non-zero then the state is takes on the value given in
                reset_value. Otherwise the state will behave like a latch
                containing the amplitude of the previous event.

Example:        Scripts/tutorials/tutorial4.g

See also:       

26.51 reac

Object Type:    reac

Description:    Chemical reaction object. Works with pools to provide kf and
                kb. Reacs calculate the changes in concs for each pool hooked
                into them. The pool is responsible for adding up all the
                up and down changes resulting from various reactions it is
                involved in. Each reac can handle any number of substrates
                and products, though reactions of order greater than 2 are
                rare. Any number of reacs can be hooked up to a given pool.

                The generic reaction scheme is:
                                        kf
                Substrate1 + S2 + ..  <----> Prd1 + Prd2 + ...
                                        kb

Author:         U. S. Bhalla, National Centre for Biological Sciences,
                Bangalore, India. (1996).

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  reac_type  [in src/kinetics/kin_struct.h]

Size:           bytes

Fields:         kf                      Forward rate constant. Units depend
                                        on the order of the reaction, ie,
                                        the number of molecules on the
                                        left hand side. First
                                        order is sec^-1, second order is
                                        sec^-1.num^-1, etc.
                kb                      Backward rate constant. Units depend
                                        on the number of molecules on the
                                        right hand side, in a similar way.
                A, B                    Internal state variables, used to
                                        communicate with pools. A represents
                                        increase in the pool n, B is the
                                        decrease.

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       ReacFunc  [in src/kinetics/reac.c]

Classes:        segment

Actions:        PROCESS
                RESET
                SET

Messages:       SUBSTRATE       n       [Number of molecules in substrate pool]
                PRODUCT         n       [Number of molecules in product pool]
                KF              kf      [Forward rate constant]
                KB              kb      [Backward rate constant]

------------------------------------------------------------------------------

Notes:          See pool documentation for complete example.

------------------------------------------------------------------------------

26.52 receptor

Object Type:    receptor

Description:    takes the weighted sum of up to 10 odors to determine membraneesenting n
         P>
Object Type:    pulsegen

Description:    General purpose pulse generator

Author:         M. Nelson, Caltech (4/89)

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  pulsegen_type  [in src/user/user_struct.h]

Size:           120 bytes

Fields:         level1          level of pulse1
                width1          width of pulse1
                delay1          delay of pulse1
                                  (wrt ext. input - trig or gate mode)
                                  (wrt pulse2     - free run mode)
                level2          level of pulse2
                width2          width of pulse2
                delay2          delay of pulse2 (wrt pulse1)
                baselevel       baseline level
                trig_mode       flag: 0=free run, 1=ext. trig, 2=ext. gate
                output          output
                trig_time       internal state variable
                previous_input  internal state variable

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       PulseGen  [in src/user/pulsegen.c]

Classes:        device

Actions:        PROCESS  RESET

Messages:       INPUT "gate/trig"   (0 = low, non-0 = high)
                LEVEL pulse# level
                WIDTH pulse# width
                DELAY pulse# delay

------------------------------------------------------------------------------

Notes:

This device can generate a variety of pulse patterns:  single pulses, double
pulses (each with its own level and width), and pulse trains (of single
pulses or pairs).  It can be triggered, gated, or allowed to free run.

In combination with a spikegen object, it can be used to generate bursts of
spikes for use as synaptic input.  (See Scripts/neuron/inputs.g.)

The following diagram illustrates the relationships between the fields:

                      +-----------------+ level1
  trigger             |                 |
     |                |                 |        +-------------+ level2
     |                |                 |        |             |
     V                |                 |        |             |
     +--- baselevel --+                 +--------+             +----

     <---- delay1 ----><---- width1 ---->         <-- width2 -->
                       <--------- delay2 -------->
If delay2 <= width1, then level2 starts imediately after the end of the
pulse at level1.  This means that if delay2, width2 and level2 are not set
and remain at their default values of 0, there will be only one type of
pulse.  It will repeat after a time delay1 after the end of the pulse
(free run mode) or a time delay1 after it is triggered (trigger or gate
mode).

Example:        Scripts/examples/pulsegen/PulseGenDemo.g

See also:       

26.50 randomspike

Object Type:    randomspike

Description:    place a random event into the buffer

Author:         M. Wilson, Caltech 6/88, Dave Bilitch 1/94

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  Randomspike_type  [src/newconn/newconn_struct.h]

Size:           100 bytes

Fields:         min_amp         minimum amplitude of event
                max_amp         maximum amplitude of event
                rate            rate of generation of events
                reset           flag for whether to reset after each event
                reset_value     what to reset state to
                state           current state of object
                abs_refract     minimum time between events

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       RandomEvent  [in src/newconn/randomspike.c]

Classes:        buffer

Actions:        INIT
                RESET
                PROCESS

Messages:       RATE    rate
                MINMAX  min max

------------------------------------------------------------------------------

Notes:          Generates a time series of events at a rate given by the rate
                parameter. The probability of an event for a single time step
                is given by rate*dt where dt is the clock rate of the
                element.  However, no event will be generated at a time less
                than abs_refract.  When an event has been generated, the
                amplitude of the event is a random variable uniformly
                distributed between min_amp and max_amp.  The state field
                has the value of the event amplitude if an event has been
                generated. If an event is not generated then the value of
                the state field depends on the reset field.  If reset is
                non-zero then the state is takes on the value given in
                reset_value. Otherwise the state will behave like a latch
                containing the amplitude of the previous event.

Example:        Scripts/tutorials/tutorial4.g

See also:       

26.51 reac

Object Type:    reac

Description:    Chemical reaction object. Works with pools to provide kf and
                kb. Reacs calculate the changes in concs for each pool hooked
                into them. The pool is responsible for adding up all the
                up and down changes resulting from various reactions it is
                involved in. Each reac can handle any number of substrates
                and products, though reactions of order greater than 2 are
                rare. Any number of reacs can be hooked up to a given pool.

                The generic reaction scheme is:
                                        kf
                Substrate1 + S2 + ..  <----> Prd1 + Prd2 + ...
                                        kb

Author:         U. S. Bhalla, National Centre for Biological Sciences,
                Bangalore, India. (1996).

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  reac_type  [in src/kinetics/kin_struct.h]

Size:           bytes

Fields:         kf                      Forward rate constant. Units depend
                                        on the order of the reaction, ie,
                                        the number of molecules on the
                                        left hand side. First
                                        order is sec^-1, second order is
                                        sec^-1.num^-1, etc.
                kb                      Backward rate constant. Units depend
                                        on the number of molecules on the
                                        right hand side, in a similar way.
                A, B                    Internal state variables, used to
                                        communicate with pools. A represents
                                        increase in the pool n, B is the
                                        decrease.

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       ReacFunc  [in src/kinetics/reac.c]

Classes:        segment

Actions:        PROCESS
                RESET
                SET

Messages:       SUBSTRATE       n       [Number of molecules in substrate pool]
                PRODUCT         n       [Number of molecules in product pool]
                KF              kf      [Forward rate constant]
                KB              kb      [Backward rate constant]

------------------------------------------------------------------------------

Notes:          See pool documentation for complete example.

------------------------------------------------------------------------------

26.52 receptor

Object Type:    receptor

Description:    takes the weighted sum of up to 10 odors to determine membraneesenting n
         P>
Object Type:    pulsegen

Description:    General purpose pulse generator

Author:         M. Nelson, Caltech (4/89)

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  pulsegen_type  [in src/user/user_struct.h]

Size:           120 bytes

Fields:         level1          level of pulse1
                width1          width of pulse1
                delay1          delay of pulse1
                                  (wrt ext. input - trig or gate mode)
                                  (wrt pulse2     - free run mode)
                level2          level of pulse2
                width2          width of pulse2
                delay2          delay of pulse2 (wrt pulse1)
                baselevel       baseline level
                trig_mode       flag: 0=free run, 1=ext. trig, 2=ext. gate
                output          output
                trig_time       internal state variable
                previous_input  internal state variable

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       PulseGen  [in src/user/pulsegen.c]

Classes:        device

Actions:        PROCESS  RESET

Messages:       INPUT "gate/trig"   (0 = low, non-0 = high)
                LEVEL pulse# level
                WIDTH pulse# width
                DELAY pulse# delay

------------------------------------------------------------------------------

Notes:

This device can generate a variety of pulse patterns:  single pulses, double
pulses (each with its own level and width), and pulse trains (of single
pulses or pairs).  It can be triggered, gated, or allowed to free run.

In combination with a spikegen object, it can be used to generate bursts of
spikes for use as synaptic input.  (See Scripts/neuron/inputs.g.)

The following diagram illustrates the relationships between the fields:

                      +-----------------+ level1
  trigger             |                 |
     |                |                 |        +-------------+ level2
     |                |                 |        |             |
     V                |                 |        |             |
     +--- baselevel --+                 +--------+             +----

     <---- delay1 ----><---- width1 ---->         <-- width2 -->
                       <--------- delay2 -------->
If delay2 <= width1, then level2 starts imediately after the end of the
pulse at level1.  This means that if delay2, width2 and level2 are not set
and remain at their default values of 0, there will be only one type of
pulse.  It will repeat after a time delay1 after the end of the pulse
(free run mode) or a time delay1 after it is triggered (trigger or gate
mode).

Example:        Scripts/examples/pulsegen/PulseGenDemo.g

See also:       

26.50 randomspike

Object Type:    randomspike

Description:    place a random event into the buffer

Author:         M. Wilson, Caltech 6/88, Dave Bilitch 1/94

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  Randomspike_type  [src/newconn/newconn_struct.h]

Size:           100 bytes

Fields:         min_amp         minimum amplitude of event
                max_amp         maximum amplitude of event
                rate            rate of generation of events
                reset           flag for whether to reset after each event
                reset_value     what to reset state to
                state           current state of object
                abs_refract     minimum time between events

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       RandomEvent  [in src/newconn/randomspike.c]

Classes:        buffer

Actions:        INIT
                RESET
                PROCESS

Messages:       RATE    rate
                MINMAX  min max

------------------------------------------------------------------------------

Notes:          Generates a time series of events at a rate given by the rate
                parameter. The probability of an event for a single time step
                is given by rate*dt where dt is the clock rate of the
                element.  However, no event will be generated at a time less
                than abs_refract.  When an event has been generated, the
                amplitude of the event is a random variable uniformly
                distributed between min_amp and max_amp.  The state field
                has the value of the event amplitude if an event has been
                generated. If an event is not generated then the value of
                the state field depends on the reset field.  If reset is
                non-zero then the state is takes on the value given in
                reset_value. Otherwise the state will behave like a latch
                containing the amplitude of the previous event.

Example:        Scripts/tutorials/tutorial4.g

See also:       

26.51 reac

Object Type:    reac

Description:    Chemical reaction object. Works with pools to provide kf and
                kb. Reacs calculate the changes in concs for each pool hooked
                into them. The pool is responsible for adding up all the
                up and down changes resulting from various reactions it is
                involved in. Each reac can handle any number of substrates
                and products, though reactions of order greater than 2 are
                rare. Any number of reacs can be hooked up to a given pool.

                The generic reaction scheme is:
                                        kf
                Substrate1 + S2 + ..  <----> Prd1 + Prd2 + ...
                                        kb

Author:         U. S. Bhalla, National Centre for Biological Sciences,
                Bangalore, India. (1996).

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  reac_type  [in src/kinetics/kin_struct.h]

Size:           bytes

Fields:         kf                      Forward rate constant. Units depend
                                        on the order of the reaction, ie,
                                        the number of molecules on the
                                        left hand side. First
                                        order is sec^-1, second order is
                                        sec^-1.num^-1, etc.
                kb                      Backward rate constant. Units depend
                                        on the number of molecules on the
                                        right hand side, in a similar way.
                A, B                    Internal state variables, used to
                                        communicate with pools. A represents
                                        increase in the pool n, B is the
                                        decrease.

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       ReacFunc  [in src/kinetics/reac.c]

Classes:        segment

Actions:        PROCESS
                RESET
                SET

Messages:       SUBSTRATE       n       [Number of molecules in substrate pool]
                PRODUCT         n       [Number of molecules in product pool]
                KF              kf      [Forward rate constant]
                KB              kb      [Backward rate constant]

------------------------------------------------------------------------------

Notes:          See pool documentation for complete example.

------------------------------------------------------------------------------

26.52 receptor

Object Type:    receptor

Description:    takes the weighted sum of up to 10 odors to determine membraneesenting n
         P>
Object Type:    pulsegen

Description:    General purpose pulse generator

Author:         M. Nelson, Caltech (4/89)

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  pulsegen_type  [in src/user/user_struct.h]

Size:           120 bytes

Fields:         level1          level of pulse1
                width1          width of pulse1
                delay1          delay of pulse1
                                  (wrt ext. input - trig or gate mode)
                                  (wrt pulse2     - free run mode)
                level2          level of pulse2
                width2          width of pulse2
                delay2          delay of pulse2 (wrt pulse1)
                baselevel       baseline level
                trig_mode       flag: 0=free run, 1=ext. trig, 2=ext. gate
                output          output
                trig_time       internal state variable
                previous_input  internal state variable

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       PulseGen  [in src/user/pulsegen.c]

Classes:        device

Actions:        PROCESS  RESET

Messages:       INPUT "gate/trig"   (0 = low, non-0 = high)
                LEVEL pulse# level
                WIDTH pulse# width
                DELAY pulse# delay

------------------------------------------------------------------------------

Notes:

This device can generate a variety of pulse patterns:  single pulses, double
pulses (each with its own level and width), and pulse trains (of single
pulses or pairs).  It can be triggered, gated, or allowed to free run.

In combination with a spikegen object, it can be used to generate bursts of
spikes for use as synaptic input.  (See Scripts/neuron/inputs.g.)

The following diagram illustrates the relationships between the fields:

                      +-----------------+ level1
  trigger             |                 |
     |                |                 |        +-------------+ level2
     |                |                 |        |             |
     V                |                 |        |             |
     +--- baselevel --+                 +--------+             +----

     <---- delay1 ----><---- width1 ---->         <-- width2 -->
                       <--------- delay2 -------->
If delay2 <= width1, then level2 starts imediately after the end of the
pulse at level1.  This means that if delay2, width2 and level2 are not set
and remain at their default values of 0, there will be only one type of
pulse.  It will repeat after a time delay1 after the end of the pulse
(free run mode) or a time delay1 after it is triggered (trigger or gate
mode).

Example:        Scripts/examples/pulsegen/PulseGenDemo.g

See also:       

26.50 randomspike

Object Type:    randomspike

Description:    place a random event into the buffer

Author:         M. Wilson, Caltech 6/88, Dave Bilitch 1/94

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  Randomspike_type  [src/newconn/newconn_struct.h]

Size:           100 bytes

Fields:         min_amp         minimum amplitude of event
                max_amp         maximum amplitude of event
                rate            rate of generation of events
                reset           flag for whether to reset after each event
                reset_value     what to reset state to
                state           current state of object
                abs_refract     minimum time between events

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       RandomEvent  [in src/newconn/randomspike.c]

Classes:        buffer

Actions:        INIT
                RESET
                PROCESS

Messages:       RATE    rate
                MINMAX  min max

------------------------------------------------------------------------------

Notes:          Generates a time series of events at a rate given by the rate
                parameter. The probability of an event for a single time step
                is given by rate*dt where dt is the clock rate of the
                element.  However, no event will be generated at a time less
                than abs_refract.  When an event has been generated, the
                amplitude of the event is a random variable uniformly
                distributed between min_amp and max_amp.  The state field
                has the value of the event amplitude if an event has been
                generated. If an event is not generated then the value of
                the state field depends on the reset field.  If reset is
                non-zero then the state is takes on the value given in
                reset_value. Otherwise the state will behave like a latch
                containing the amplitude of the previous event.

Example:        Scripts/tutorials/tutorial4.g

See also:       

26.51 reac

Object Type:    reac

Description:    Chemical reaction object. Works with pools to provide kf and
                kb. Reacs calculate the changes in concs for each pool hooked
                into them. The pool is responsible for adding up all the
                up and down changes resulting from various reactions it is
                involved in. Each reac can handle any number of substrates
                and products, though reactions of order greater than 2 are
                rare. Any number of reacs can be hooked up to a given pool.

                The generic reaction scheme is:
                                        kf
                Substrate1 + S2 + ..  <----> Prd1 + Prd2 + ...
                                        kb

Author:         U. S. Bhalla, National Centre for Biological Sciences,
                Bangalore, India. (1996).

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  reac_type  [in src/kinetics/kin_struct.h]

Size:           bytes

Fields:         kf                      Forward rate constant. Units depend
                                        on the order of the reaction, ie,
                                        the number of molecules on the
                                        left hand side. First
                                        order is sec^-1, second order is
                                        sec^-1.num^-1, etc.
                kb                      Backward rate constant. Units depend
                                        on the number of molecules on the
                                        right hand side, in a similar way.
                A, B                    Internal state variables, used to
                                        communicate with pools. A represents
                                        increase in the pool n, B is the
                                        decrease.

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       ReacFunc  [in src/kinetics/reac.c]

Classes:        segment

Actions:        PROCESS
                RESET
                SET

Messages:       SUBSTRATE       n       [Number of molecules in substrate pool]
                PRODUCT         n       [Number of molecules in product pool]
                KF              kf      [Forward rate constant]
                KB              kb      [Backward rate constant]

------------------------------------------------------------------------------

Notes:          See pool documentation for complete example.

------------------------------------------------------------------------------

26.52 receptor

Object Type:    receptor

Description:    takes the weighted sum of up to 10 odors to determine membraneesenting n
         P>
Object Type:    pulsegen

Description:    General purpose pulse generator

Author:         M. Nelson, Caltech (4/89)

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  pulsegen_type  [in src/user/user_struct.h]

Size:           120 bytes

Fields:         level1          level of pulse1
                width1          width of pulse1
                delay1          delay of pulse1
                                  (wrt ext. input - trig or gate mode)
                                  (wrt pulse2     - free run mode)
                level2          level of pulse2
                width2          width of pulse2
                delay2          delay of pulse2 (wrt pulse1)
                baselevel       baseline level
                trig_mode       flag: 0=free run, 1=ext. trig, 2=ext. gate
                output          output
                trig_time       internal state variable
                previous_input  internal state variable

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       PulseGen  [in src/user/pulsegen.c]

Classes:        device

Actions:        PROCESS  RESET

Messages:       INPUT "gate/trig"   (0 = low, non-0 = high)
                LEVEL pulse# level
                WIDTH pulse# width
                DELAY pulse# delay

------------------------------------------------------------------------------

Notes:

This device can generate a variety of pulse patterns:  single pulses, double
pulses (each with its own level and width), and pulse trains (of single
pulses or pairs).  It can be triggered, gated, or allowed to free run.

In combination with a spikegen object, it can be used to generate bursts of
spikes for use as synaptic input.  (See Scripts/neuron/inputs.g.)

The following diagram illustrates the relationships between the fields:

                      +-----------------+ level1
  trigger             |                 |
     |                |                 |        +-------------+ level2
     |                |                 |        |             |
     V                |                 |        |             |
     +--- baselevel --+                 +--------+             +----

     <---- delay1 ----><---- width1 ---->         <-- width2 -->
                       <--------- delay2 -------->
If delay2 <= width1, then level2 starts imediately after the end of the
pulse at level1.  This means that if delay2, width2 and level2 are not set
and remain at their default values of 0, there will be only one type of
pulse.  It will repeat after a time delay1 after the end of the pulse
(free run mode) or a time delay1 after it is triggered (trigger or gate
mode).

Example:        Scripts/examples/pulsegen/PulseGenDemo.g

See also:       

26.50 randomspike

Object Type:    randomspike

Description:    place a random event into the buffer

Author:         M. Wilson, Caltech 6/88, Dave Bilitch 1/94

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  Randomspike_type  [src/newconn/newconn_struct.h]

Size:           100 bytes

Fields:         min_amp         minimum amplitude of event
                max_amp         maximum amplitude of event
                rate            rate of generation of events
                reset           flag for whether to reset after each event
                reset_value     what to reset state to
                state           current state of object
                abs_refract     minimum time between events

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       RandomEvent  [in src/newconn/randomspike.c]

Classes:        buffer

Actions:        INIT
                RESET
                PROCESS

Messages:       RATE    rate
                MINMAX  min max

------------------------------------------------------------------------------

Notes:          Generates a time series of events at a rate given by the rate
                parameter. The probability of an event for a single time step
                is given by rate*dt where dt is the clock rate of the
                element.  However, no event will be generated at a time less
                than abs_refract.  When an event has been generated, the
                amplitude of the event is a random variable uniformly
                distributed between min_amp and max_amp.  The state field
                has the value of the event amplitude if an event has been
                generated. If an event is not generated then the value of
                the state field depends on the reset field.  If reset is
                non-zero then the state is takes on the value given in
                reset_value. Otherwise the state will behave like a latch
                containing the amplitude of the previous event.

Example:        Scripts/tutorials/tutorial4.g

See also:       

26.51 reac

Object Type:    reac

Description:    Chemical reaction object. Works with pools to provide kf and
                kb. Reacs calculate the changes in concs for each pool hooked
                into them. The pool is responsible for adding up all the
                up and down changes resulting from various reactions it is
                involved in. Each reac can handle any number of substrates
                and products, though reactions of order greater than 2 are
                rare. Any number of reacs can be hooked up to a given pool.

                The generic reaction scheme is:
                                        kf
                Substrate1 + S2 + ..  <----> Prd1 + Prd2 + ...
                                        kb

Author:         U. S. Bhalla, National Centre for Biological Sciences,
                Bangalore, India. (1996).

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  reac_type  [in src/kinetics/kin_struct.h]

Size:           bytes

Fields:         kf                      Forward rate constant. Units depend
                                        on the order of the reaction, ie,
                                        the number of molecules on the
                                        left hand side. First
                                        order is sec^-1, second order is
                                        sec^-1.num^-1, etc.
                kb                      Backward rate constant. Units depend
                                        on the number of molecules on the
                                        right hand side, in a similar way.
                A, B                    Internal state variables, used to
                                        communicate with pools. A represents
                                        increase in the pool n, B is the
                                        decrease.

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       ReacFunc  [in src/kinetics/reac.c]

Classes:        segment

Actions:        PROCESS
                RESET
                SET

Messages:       SUBSTRATE       n       [Number of molecules in substrate pool]
                PRODUCT         n       [Number of molecules in product pool]
                KF              kf      [Forward rate constant]
                KB              kb      [Backward rate constant]

------------------------------------------------------------------------------

Notes:          See pool documentation for complete example.

------------------------------------------------------------------------------

26.52 receptor

Object Type:    receptor

Description:    takes the weighted sum of up to 10 odors to determine membraneesenting n
         P>
Object Type:    pulsegen

Description:    General purpose pulse generator

Author:         M. Nelson, Caltech (4/89)

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  pulsegen_type  [in src/user/user_struct.h]

Size:           120 bytes

Fields:         level1          level of pulse1
                width1          width of pulse1
                delay1          delay of pulse1
                                  (wrt ext. input - trig or gate mode)
                                  (wrt pulse2     - free run mode)
                level2          level of pulse2
                width2          width of pulse2
                delay2          delay of pulse2 (wrt pulse1)
                baselevel       baseline level
                trig_mode       flag: 0=free run, 1=ext. trig, 2=ext. gate
                output          output
                trig_time       internal state variable
                previous_input  internal state variable

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       PulseGen  [in src/user/pulsegen.c]

Classes:        device

Actions:        PROCESS  RESET

Messages:       INPUT "gate/trig"   (0 = low, non-0 = high)
                LEVEL pulse# level
                WIDTH pulse# width
                DELAY pulse# delay

------------------------------------------------------------------------------

Notes:

This device can generate a variety of pulse patterns:  single pulses, double
pulses (each with its own level and width), and pulse trains (of single
pulses or pairs).  It can be triggered, gated, or allowed to free run.

In combination with a spikegen object, it can be used to generate bursts of
spikes for use as synaptic input.  (See Scripts/neuron/inputs.g.)

The following diagram illustrates the relationships between the fields:

                      +-----------------+ level1
  trigger             |                 |
     |                |                 |        +-------------+ level2
     |                |                 |        |             |
     V                |                 |        |             |
     +--- baselevel --+                 +--------+             +----

     <---- delay1 ----><---- width1 ---->         <-- width2 -->
                       <--------- delay2 -------->
If delay2 <= width1, then level2 starts imediately after the end of the
pulse at level1.  This means that if delay2, width2 and level2 are not set
and remain at their default values of 0, there will be only one type of
pulse.  It will repeat after a time delay1 after the end of the pulse
(free run mode) or a time delay1 after it is triggered (trigger or gate
mode).

Example:        Scripts/examples/pulsegen/PulseGenDemo.g

See also:       

26.50 randomspike

Object Type:    randomspike

Description:    place a random event into the buffer

Author:         M. Wilson, Caltech 6/88, Dave Bilitch 1/94

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  Randomspike_type  [src/newconn/newconn_struct.h]

Size:           100 bytes

Fields:         min_amp         minimum amplitude of event
                max_amp         maximum amplitude of event
                rate            rate of generation of events
                reset           flag for whether to reset after each event
                reset_value     what to reset state to
                state           current state of object
                abs_refract     minimum time between events

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       RandomEvent  [in src/newconn/randomspike.c]

Classes:        buffer

Actions:        INIT
                RESET
                PROCESS

Messages:       RATE    rate
                MINMAX  min max

------------------------------------------------------------------------------

Notes:          Generates a time series of events at a rate given by the rate
                parameter. The probability of an event for a single time step
                is given by rate*dt where dt is the clock rate of the
                element.  However, no event will be generated at a time less
                than abs_refract.  When an event has been generated, the
                amplitude of the event is a random variable uniformly
                distributed between min_amp and max_amp.  The state field
                has the value of the event amplitude if an event has been
                generated. If an event is not generated then the value of
                the state field depends on the reset field.  If reset is
                non-zero then the state is takes on the value given in
                reset_value. Otherwise the state will behave like a latch
                containing the amplitude of the previous event.

Example:        Scripts/tutorials/tutorial4.g

See also:       

26.51 reac

Object Type:    reac

Description:    Chemical reaction object. Works with pools to provide kf and
                kb. Reacs calculate the changes in concs for each pool hooked
                into them. The pool is responsible for adding up all the
                up and down changes resulting from various reactions it is
                involved in. Each reac can handle any number of substrates
                and products, though reactions of order greater than 2 are
                rare. Any number of reacs can be hooked up to a given pool.

                The generic reaction scheme is:
                                        kf
                Substrate1 + S2 + ..  <----> Prd1 + Prd2 + ...
                                        kb

Author:         U. S. Bhalla, National Centre for Biological Sciences,
                Bangalore, India. (1996).

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  reac_type  [in src/kinetics/kin_struct.h]

Size:           bytes

Fields:         kf                      Forward rate constant. Units depend
                                        on the order of the reaction, ie,
                                        the number of molecules on the
                                        left hand side. First
                                        order is sec^-1, second order is
                                        sec^-1.num^-1, etc.
                kb                      Backward rate constant. Units depend
                                        on the number of molecules on the
                                        right hand side, in a similar way.
                A, B                    Internal state variables, used to
                                        communicate with pools. A represents
                                        increase in the pool n, B is the
                                        decrease.

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       ReacFunc  [in src/kinetics/reac.c]

Classes:        segment

Actions:        PROCESS
                RESET
                SET

Messages:       SUBSTRATE       n       [Number of molecules in substrate pool]
                PRODUCT         n       [Number of molecules in product pool]
                KF              kf      [Forward rate constant]
                KB              kb      [Backward rate constant]

------------------------------------------------------------------------------

Notes:          See pool documentation for complete example.

------------------------------------------------------------------------------

26.52 receptor

Object Type:    receptor

Description:    takes the weighted sum of up to 10 odors to determine membraneesenting n
         P>
Object Type:    pulsegen

Description:    General purpose pulse generator

Author:         M. Nelson, Caltech (4/89)

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  pulsegen_type  [in src/user/user_struct.h]

Size:           120 bytes

Fields:         level1          level of pulse1
                width1          width of pulse1
                delay1          delay of pulse1
                                  (wrt ext. input - trig or gate mode)
                                  (wrt pulse2     - free run mode)
                level2          level of pulse2
                width2          width of pulse2
                delay2          delay of pulse2 (wrt pulse1)
                baselevel       baseline level
                trig_mode       flag: 0=free run, 1=ext. trig, 2=ext. gate
                output          output
                trig_time       internal state variable
                previous_input  internal state variable

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       PulseGen  [in src/user/pulsegen.c]

Classes:        device

Actions:        PROCESS  RESET

Messages:       INPUT "gate/trig"   (0 = low, non-0 = high)
                LEVEL pulse# level
                WIDTH pulse# width
                DELAY pulse# delay

------------------------------------------------------------------------------

Notes:

This device can generate a variety of pulse patterns:  single pulses, double
pulses (each with its own level and width), and pulse trains (of single
pulses or pairs).  It can be triggered, gated, or allowed to free run.

In combination with a spikegen object, it can be used to generate bursts of
spikes for use as synaptic input.  (See Scripts/neuron/inputs.g.)

The following diagram illustrates the relationships between the fields:

                      +-----------------+ level1
  trigger             |                 |
     |                |                 |        +-------------+ level2
     |                |                 |        |             |
     V                |                 |        |             |
     +--- baselevel --+                 +--------+             +----

     <---- delay1 ----><---- width1 ---->         <-- width2 -->
                       <--------- delay2 -------->
If delay2 <= width1, then level2 starts imediately after the end of the
pulse at level1.  This means that if delay2, width2 and level2 are not set
and remain at their default values of 0, there will be only one type of
pulse.  It will repeat after a time delay1 after the end of the pulse
(free run mode) or a time delay1 after it is triggered (trigger or gate
mode).

Example:        Scripts/examples/pulsegen/PulseGenDemo.g

See also:       

26.50 randomspike

Object Type:    randomspike

Description:    place a random event into the buffer

Author:         M. Wilson, Caltech 6/88, Dave Bilitch 1/94

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  Randomspike_type  [src/newconn/newconn_struct.h]

Size:           100 bytes

Fields:         min_amp         minimum amplitude of event
                max_amp         maximum amplitude of event
                rate            rate of generation of events
                reset           flag for whether to reset after each event
                reset_value     what to reset state to
                state           current state of object
                abs_refract     minimum time between events

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       RandomEvent  [in src/newconn/randomspike.c]

Classes:        buffer

Actions:        INIT
                RESET
                PROCESS

Messages:       RATE    rate
                MINMAX  min max

------------------------------------------------------------------------------

Notes:          Generates a time series of events at a rate given by the rate
                parameter. The probability of an event for a single time step
                is given by rate*dt where dt is the clock rate of the
                element.  However, no event will be generated at a time less
                than abs_refract.  When an event has been generated, the
                amplitude of the event is a random variable uniformly
                distributed between min_amp and max_amp.  The state field
                has the value of the event amplitude if an event has been
                generated. If an event is not generated then the value of
                the state field depends on the reset field.  If reset is
                non-zero then the state is takes on the value given in
                reset_value. Otherwise the state will behave like a latch
                containing the amplitude of the previous event.

Example:        Scripts/tutorials/tutorial4.g

See also:       

26.51 reac

Object Type:    reac

Description:    Chemical reaction object. Works with pools to provide kf and
                kb. Reacs calculate the changes in concs for each pool hooked
                into them. The pool is responsible for adding up all the
                up and down changes resulting from various reactions it is
                involved in. Each reac can handle any number of substrates
                and products, though reactions of order greater than 2 are
                rare. Any number of reacs can be hooked up to a given pool.

                The generic reaction scheme is:
                                        kf
                Substrate1 + S2 + ..  <----> Prd1 + Prd2 + ...
                                        kb

Author:         U. S. Bhalla, National Centre for Biological Sciences,
                Bangalore, India. (1996).

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  reac_type  [in src/kinetics/kin_struct.h]

Size:           bytes

Fields:         kf                      Forward rate constant. Units depend
                                        on the order of the reaction, ie,
                                        the number of molecules on the
                                        left hand side. First
                                        order is sec^-1, second order is
                                        sec^-1.num^-1, etc.
                kb                      Backward rate constant. Units depend
                                        on the number of molecules on the
                                        right hand side, in a similar way.
                A, B                    Internal state variables, used to
                                        communicate with pools. A represents
                                        increase in the pool n, B is the
                                        decrease.

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       ReacFunc  [in src/kinetics/reac.c]

Classes:        segment

Actions:        PROCESS
                RESET
                SET

Messages:       SUBSTRATE       n       [Number of molecules in substrate pool]
                PRODUCT         n       [Number of molecules in product pool]
                KF              kf      [Forward rate constant]
                KB              kb      [Backward rate constant]

------------------------------------------------------------------------------

Notes:          See pool documentation for complete example.

------------------------------------------------------------------------------

26.52 receptor

Object Type:    receptor

Description:    takes the weighted sum of up to 10 odors to determine membraneesenting n
         P>
Object Type:    pulsegen

Description:    General purpose pulse generator

Author:         M. Nelson, Caltech (4/89)

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  pulsegen_type  [in src/user/user_struct.h]

Size:           120 bytes

Fields:         level1          level of pulse1
                width1          width of pulse1
                delay1          delay of pulse1
                                  (wrt ext. input - trig or gate mode)
                                  (wrt pulse2     - free run mode)
                level2          level of pulse2
                width2          width of pulse2
                delay2          delay of pulse2 (wrt pulse1)
                baselevel       baseline level
                trig_mode       flag: 0=free run, 1=ext. trig, 2=ext. gate
                output          output
                trig_time       internal state variable
                previous_input  internal state variable

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       PulseGen  [in src/user/pulsegen.c]

Classes:        device

Actions:        PROCESS  RESET

Messages:       INPUT "gate/trig"   (0 = low, non-0 = high)
                LEVEL pulse# level
                WIDTH pulse# width
                DELAY pulse# delay

------------------------------------------------------------------------------

Notes:

This device can generate a variety of pulse patterns:  single pulses, double
pulses (each with its own level and width), and pulse trains (of single
pulses or pairs).  It can be triggered, gated, or allowed to free run.

In combination with a spikegen object, it can be used to generate bursts of
spikes for use as synaptic input.  (See Scripts/neuron/inputs.g.)

The following diagram illustrates the relationships between the fields:

                      +-----------------+ level1
  trigger             |                 |
     |                |                 |        +-------------+ level2
     |                |                 |        |             |
     V                |                 |        |             |
     +--- baselevel --+                 +--------+             +----

     <---- delay1 ----><---- width1 ---->         <-- width2 -->
                       <--------- delay2 -------->
If delay2 <= width1, then level2 starts imediately after the end of the
pulse at level1.  This means that if delay2, width2 and level2 are not set
and remain at their default values of 0, there will be only one type of
pulse.  It will repeat after a time delay1 after the end of the pulse
(free run mode) or a time delay1 after it is triggered (trigger or gate
mode).

Example:        Scripts/examples/pulsegen/PulseGenDemo.g

See also:       

26.50 randomspike

Object Type:    randomspike

Description:    place a random event into the buffer

Author:         M. Wilson, Caltech 6/88, Dave Bilitch 1/94

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  Randomspike_type  [src/newconn/newconn_struct.h]

Size:           100 bytes

Fields:         min_amp         minimum amplitude of event
                max_amp         maximum amplitude of event
                rate            rate of generation of events
                reset           flag for whether to reset after each event
                reset_value     what to reset state to
                state           current state of object
                abs_refract     minimum time between events

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       RandomEvent  [in src/newconn/randomspike.c]

Classes:        buffer

Actions:        INIT
                RESET
                PROCESS

Messages:       RATE    rate
                MINMAX  min max

------------------------------------------------------------------------------

Notes:          Generates a time series of events at a rate given by the rate
                parameter. The probability of an event for a single time step
                is given by rate*dt where dt is the clock rate of the
                element.  However, no event will be generated at a time less
                than abs_refract.  When an event has been generated, the
                amplitude of the event is a random variable uniformly
                distributed between min_amp and max_amp.  The state field
                has the value of the event amplitude if an event has been
                generated. If an event is not generated then the value of
                the state field depends on the reset field.  If reset is
                non-zero then the state is takes on the value given in
                reset_value. Otherwise the state will behave like a latch
                containing the amplitude of the previous event.

Example:        Scripts/tutorials/tutorial4.g

See also:       

26.51 reac

Object Type:    reac

Description:    Chemical reaction object. Works with pools to provide kf and
                kb. Reacs calculate the changes in concs for each pool hooked
                into them. The pool is responsible for adding up all the
                up and down changes resulting from various reactions it is
                involved in. Each reac can handle any number of substrates
                and products, though reactions of order greater than 2 are
                rare. Any number of reacs can be hooked up to a given pool.

                The generic reaction scheme is:
                                        kf
                Substrate1 + S2 + ..  <----> Prd1 + Prd2 + ...
                                        kb

Author:         U. S. Bhalla, National Centre for Biological Sciences,
                Bangalore, India. (1996).

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  reac_type  [in src/kinetics/kin_struct.h]

Size:           bytes

Fields:         kf                      Forward rate constant. Units depend
                                        on the order of the reaction, ie,
                                        the number of molecules on the
                                        left hand side. First
                                        order is sec^-1, second order is
                                        sec^-1.num^-1, etc.
                kb                      Backward rate constant. Units depend
                                        on the number of molecules on the
                                        right hand side, in a similar way.
                A, B                    Internal state variables, used to
                                        communicate with pools. A represents
                                        increase in the pool n, B is the
                                        decrease.

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       ReacFunc  [in src/kinetics/reac.c]

Classes:        segment

Actions:        PROCESS
                RESET
                SET

Messages:       SUBSTRATE       n       [Number of molecules in substrate pool]
                PRODUCT         n       [Number of molecules in product pool]
                KF              kf      [Forward rate constant]
                KB              kb      [Backward rate constant]

------------------------------------------------------------------------------

Notes:          See pool documentation for complete example.

------------------------------------------------------------------------------

26.52 receptor

Object Type:    receptor

Description:    takes the weighted sum of up to 10 odors to determine membraneesenting n
         P>
Object Type:    pulsegen

Description:    General purpose pulse generator

Author:         M. Nelson, Caltech (4/89)

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  pulsegen_type  [in src/user/user_struct.h]

Size:           120 bytes

Fields:         level1          level of pulse1
                width1          width of pulse1
                delay1          delay of pulse1
                                  (wrt ext. input - trig or gate mode)
                                  (wrt pulse2     - free run mode)
                level2          level of pulse2
                width2          width of pulse2
                delay2          delay of pulse2 (wrt pulse1)
                baselevel       baseline level
                trig_mode       flag: 0=free run, 1=ext. trig, 2=ext. gate
                output          output
                trig_time       internal state variable
                previous_input  internal state variable

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       PulseGen  [in src/user/pulsegen.c]

Classes:        device

Actions:        PROCESS  RESET

Messages:       INPUT "gate/trig"   (0 = low, non-0 = high)
                LEVEL pulse# level
                WIDTH pulse# width
                DELAY pulse# delay

------------------------------------------------------------------------------

Notes:

This device can generate a variety of pulse patterns:  single pulses, double
pulses (each with its own level and width), and pulse trains (of single
pulses or pairs).  It can be triggered, gated, or allowed to free run.

In combination with a spikegen object, it can be used to generate bursts of
spikes for use as synaptic input.  (See Scripts/neuron/inputs.g.)

The following diagram illustrates the relationships between the fields:

                      +-----------------+ level1
  trigger             |                 |
     |                |                 |        +-------------+ level2
     |                |                 |        |             |
     V                |                 |        |             |
     +--- baselevel --+                 +--------+             +----

     <---- delay1 ----><---- width1 ---->         <-- width2 -->
                       <--------- delay2 -------->
If delay2 <= width1, then level2 starts imediately after the end of the
pulse at level1.  This means that if delay2, width2 and level2 are not set
and remain at their default values of 0, there will be only one type of
pulse.  It will repeat after a time delay1 after the end of the pulse
(free run mode) or a time delay1 after it is triggered (trigger or gate
mode).

Example:        Scripts/examples/pulsegen/PulseGenDemo.g

See also:       

26.50 randomspike

Object Type:    randomspike

Description:    place a random event into the buffer

Author:         M. Wilson, Caltech 6/88, Dave Bilitch 1/94

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  Randomspike_type  [src/newconn/newconn_struct.h]

Size:           100 bytes

Fields:         min_amp         minimum amplitude of event
                max_amp         maximum amplitude of event
                rate            rate of generation of events
                reset           flag for whether to reset after each event
                reset_value     what to reset state to
                state           current state of object
                abs_refract     minimum time between events

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       RandomEvent  [in src/newconn/randomspike.c]

Classes:        buffer

Actions:        INIT
                RESET
                PROCESS

Messages:       RATE    rate
                MINMAX  min max

------------------------------------------------------------------------------

Notes:          Generates a time series of events at a rate given by the rate
                parameter. The probability of an event for a single time step
                is given by rate*dt where dt is the clock rate of the
                element.  However, no event will be generated at a time less
                than abs_refract.  When an event has been generated, the
                amplitude of the event is a random variable uniformly
                distributed between min_amp and max_amp.  The state field
                has the value of the event amplitude if an event has been
                generated. If an event is not generated then the value of
                the state field depends on the reset field.  If reset is
                non-zero then the state is takes on the value given in
                reset_value. Otherwise the state will behave like a latch
                containing the amplitude of the previous event.

Example:        Scripts/tutorials/tutorial4.g

See also:       

26.51 reac

Object Type:    reac

Description:    Chemical reaction object. Works with pools to provide kf and
                kb. Reacs calculate the changes in concs for each pool hooked
                into them. The pool is responsible for adding up all the
                up and down changes resulting from various reactions it is
                involved in. Each reac can handle any number of substrates
                and products, though reactions of order greater than 2 are
                rare. Any number of reacs can be hooked up to a given pool.

                The generic reaction scheme is:
                                        kf
                Substrate1 + S2 + ..  <----> Prd1 + Prd2 + ...
                                        kb

Author:         U. S. Bhalla, National Centre for Biological Sciences,
                Bangalore, India. (1996).

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  reac_type  [in src/kinetics/kin_struct.h]

Size:           bytes

Fields:         kf                      Forward rate constant. Units depend
                                        on the order of the reaction, ie,
                                        the number of molecules on the
                                        left hand side. First
                                        order is sec^-1, second order is
                                        sec^-1.num^-1, etc.
                kb                      Backward rate constant. Units depend
                                        on the number of molecules on the
                                        right hand side, in a similar way.
                A, B                    Internal state variables, used to
                                        communicate with pools. A represents
                                        increase in the pool n, B is the
                                        decrease.

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       ReacFunc  [in src/kinetics/reac.c]

Classes:        segment

Actions:        PROCESS
                RESET
                SET

Messages:       SUBSTRATE       n       [Number of molecules in substrate pool]
                PRODUCT         n       [Number of molecules in product pool]
                KF              kf      [Forward rate constant]
                KB              kb      [Backward rate constant]

------------------------------------------------------------------------------

Notes:          See pool documentation for complete example.

------------------------------------------------------------------------------

26.52 receptor

Object Type:    receptor

Description:    takes the weighted sum of up to 10 odors to determine membraneesenting n
         P>
Object Type:    pulsegen

Description:    General purpose pulse generator

Author:         M. Nelson, Caltech (4/89)

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  pulsegen_type  [in src/user/user_struct.h]

Size:           120 bytes

Fields:         level1          level of pulse1
                width1          width of pulse1
                delay1          delay of pulse1
                                  (wrt ext. input - trig or gate mode)
                                  (wrt pulse2     - free run mode)
                level2          level of pulse2
                width2          width of pulse2
                delay2          delay of pulse2 (wrt pulse1)
                baselevel       baseline level
                trig_mode       flag: 0=free run, 1=ext. trig, 2=ext. gate
                output          output
                trig_time       internal state variable
                previous_input  internal state variable

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       PulseGen  [in src/user/pulsegen.c]

Classes:        device

Actions:        PROCESS  RESET

Messages:       INPUT "gate/trig"   (0 = low, non-0 = high)
                LEVEL pulse# level
                WIDTH pulse# width
                DELAY pulse# delay

------------------------------------------------------------------------------

Notes:

This device can generate a variety of pulse patterns:  single pulses, double
pulses (each with its own level and width), and pulse trains (of single
pulses or pairs).  It can be triggered, gated, or allowed to free run.

In combination with a spikegen object, it can be used to generate bursts of
spikes for use as synaptic input.  (See Scripts/neuron/inputs.g.)

The following diagram illustrates the relationships between the fields:

                      +-----------------+ level1
  trigger             |                 |
     |                |                 |        +-------------+ level2
     |                |                 |        |             |
     V                |                 |        |             |
     +--- baselevel --+                 +--------+             +----

     <---- delay1 ----><---- width1 ---->         <-- width2 -->
                       <--------- delay2 -------->
If delay2 <= width1, then level2 starts imediately after the end of the
pulse at level1.  This means that if delay2, width2 and level2 are not set
and remain at their default values of 0, there will be only one type of
pulse.  It will repeat after a time delay1 after the end of the pulse
(free run mode) or a time delay1 after it is triggered (trigger or gate
mode).

Example:        Scripts/examples/pulsegen/PulseGenDemo.g

See also:       

26.50 randomspike

Object Type:    randomspike

Description:    place a random event into the buffer

Author:         M. Wilson, Caltech 6/88, Dave Bilitch 1/94

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  Randomspike_type  [src/newconn/newconn_struct.h]

Size:           100 bytes

Fields:         min_amp         minimum amplitude of event
                max_amp         maximum amplitude of event
                rate            rate of generation of events
                reset           flag for whether to reset after each event
                reset_value     what to reset state to
                state           current state of object
                abs_refract     minimum time between events

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       RandomEvent  [in src/newconn/randomspike.c]

Classes:        buffer

Actions:        INIT
                RESET
                PROCESS

Messages:       RATE    rate
                MINMAX  min max

------------------------------------------------------------------------------

Notes:          Generates a time series of events at a rate given by the rate
                parameter. The probability of an event for a single time step
                is given by rate*dt where dt is the clock rate of the
                element.  However, no event will be generated at a time less
                than abs_refract.  When an event has been generated, the
                amplitude of the event is a random variable uniformly
                distributed between min_amp and max_amp.  The state field
                has the value of the event amplitude if an event has been
                generated. If an event is not generated then the value of
                the state field depends on the reset field.  If reset is
                non-zero then the state is takes on the value given in
                reset_value. Otherwise the state will behave like a latch
                containing the amplitude of the previous event.

Example:        Scripts/tutorials/tutorial4.g

See also:       

26.51 reac

Object Type:    reac

Description:    Chemical reaction object. Works with pools to provide kf and
                kb. Reacs calculate the changes in concs for each pool hooked
                into them. The pool is responsible for adding up all the
                up and down changes resulting from various reactions it is
                involved in. Each reac can handle any number of substrates
                and products, though reactions of order greater than 2 are
                rare. Any number of reacs can be hooked up to a given pool.

                The generic reaction scheme is:
                                        kf
                Substrate1 + S2 + ..  <----> Prd1 + Prd2 + ...
                                        kb

Author:         U. S. Bhalla, National Centre for Biological Sciences,
                Bangalore, India. (1996).

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  reac_type  [in src/kinetics/kin_struct.h]

Size:           bytes

Fields:         kf                      Forward rate constant. Units depend
                                        on the order of the reaction, ie,
                                        the number of molecules on the
                                        left hand side. First
                                        order is sec^-1, second order is
                                        sec^-1.num^-1, etc.
                kb                      Backward rate constant. Units depend
                                        on the number of molecules on the
                                        right hand side, in a similar way.
                A, B                    Internal state variables, used to
                                        communicate with pools. A represents
                                        increase in the pool n, B is the
                                        decrease.

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       ReacFunc  [in src/kinetics/reac.c]

Classes:        segment

Actions:        PROCESS
                RESET
                SET

Messages:       SUBSTRATE       n       [Number of molecules in substrate pool]
                PRODUCT         n       [Number of molecules in product pool]
                KF              kf      [Forward rate constant]
                KB              kb      [Backward rate constant]

------------------------------------------------------------------------------

Notes:          See pool documentation for complete example.

------------------------------------------------------------------------------

26.52 receptor

Object Type:    receptor

Description:    takes the weighted sum of up to 10 odors to determine membraneesenting n
         P>
Object Type:    pulsegen

Description:    General purpose pulse generator

Author:         M. Nelson, Caltech (4/89)

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  pulsegen_type  [in src/user/user_struct.h]

Size:           120 bytes

Fields:         level1          level of pulse1
                width1          width of pulse1
                delay1          delay of pulse1
                                  (wrt ext. input - trig or gate mode)
                                  (wrt pulse2     - free run mode)
                level2          level of pulse2
                width2          width of pulse2
                delay2          delay of pulse2 (wrt pulse1)
                baselevel       baseline level
                trig_mode       flag: 0=free run, 1=ext. trig, 2=ext. gate
                output          output
                trig_time       internal state variable
                previous_input  internal state variable

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       PulseGen  [in src/user/pulsegen.c]

Classes:        device

Actions:        PROCESS  RESET

Messages:       INPUT "gate/trig"   (0 = low, non-0 = high)
                LEVEL pulse# level
                WIDTH pulse# width
                DELAY pulse# delay

------------------------------------------------------------------------------

Notes:

This device can generate a variety of pulse patterns:  single pulses, double
pulses (each with its own level and width), and pulse trains (of single
pulses or pairs).  It can be triggered, gated, or allowed to free run.

In combination with a spikegen object, it can be used to generate bursts of
spikes for use as synaptic input.  (See Scripts/neuron/inputs.g.)

The following diagram illustrates the relationships between the fields:

                      +-----------------+ level1
  trigger             |                 |
     |                |                 |        +-------------+ level2
     |                |                 |        |             |
     V                |                 |        |             |
     +--- baselevel --+                 +--------+             +----

     <---- delay1 ----><---- width1 ---->         <-- width2 -->
                       <--------- delay2 -------->
If delay2 <= width1, then level2 starts imediately after the end of the
pulse at level1.  This means that if delay2, width2 and level2 are not set
and remain at their default values of 0, there will be only one type of
pulse.  It will repeat after a time delay1 after the end of the pulse
(free run mode) or a time delay1 after it is triggered (trigger or gate
mode).

Example:        Scripts/examples/pulsegen/PulseGenDemo.g

See also:       

26.50 randomspike

Object Type:    randomspike

Description:    place a random event into the buffer

Author:         M. Wilson, Caltech 6/88, Dave Bilitch 1/94

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  Randomspike_type  [src/newconn/newconn_struct.h]

Size:           100 bytes

Fields:         min_amp         minimum amplitude of event
                max_amp         maximum amplitude of event
                rate            rate of generation of events
                reset           flag for whether to reset after each event
                reset_value     what to reset state to
                state           current state of object
                abs_refract     minimum time between events

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       RandomEvent  [in src/newconn/randomspike.c]

Classes:        buffer

Actions:        INIT
                RESET
                PROCESS

Messages:       RATE    rate
                MINMAX  min max

------------------------------------------------------------------------------

Notes:          Generates a time series of events at a rate given by the rate
                parameter. The probability of an event for a single time step
                is given by rate*dt where dt is the clock rate of the
                element.  However, no event will be generated at a time less
                than abs_refract.  When an event has been generated, the
                amplitude of the event is a random variable uniformly
                distributed between min_amp and max_amp.  The state field
                has the value of the event amplitude if an event has been
                generated. If an event is not generated then the value of
                the state field depends on the reset field.  If reset is
                non-zero then the state is takes on the value given in
                reset_value. Otherwise the state will behave like a latch
                containing the amplitude of the previous event.

Example:        Scripts/tutorials/tutorial4.g

See also:       

26.51 reac

Object Type:    reac

Description:    Chemical reaction object. Works with pools to provide kf and
                kb. Reacs calculate the changes in concs for each pool hooked
                into them. The pool is responsible for adding up all the
                up and down changes resulting from various reactions it is
                involved in. Each reac can handle any number of substrates
                and products, though reactions of order greater than 2 are
                rare. Any number of reacs can be hooked up to a given pool.

                The generic reaction scheme is:
                                        kf
                Substrate1 + S2 + ..  <----> Prd1 + Prd2 + ...
                                        kb

Author:         U. S. Bhalla, National Centre for Biological Sciences,
                Bangalore, India. (1996).

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  reac_type  [in src/kinetics/kin_struct.h]

Size:           bytes

Fields:         kf                      Forward rate constant. Units depend
                                        on the order of the reaction, ie,
                                        the number of molecules on the
                                        left hand side. First
                                        order is sec^-1, second order is
                                        sec^-1.num^-1, etc.
                kb                      Backward rate constant. Units depend
                                        on the number of molecules on the
                                        right hand side, in a similar way.
                A, B                    Internal state variables, used to
                                        communicate with pools. A represents
                                        increase in the pool n, B is the
                                        decrease.

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       ReacFunc  [in src/kinetics/reac.c]

Classes:        segment

Actions:        PROCESS
                RESET
                SET

Messages:       SUBSTRATE       n       [Number of molecules in substrate pool]
                PRODUCT         n       [Number of molecules in product pool]
                KF              kf      [Forward rate constant]
                KB              kb      [Backward rate constant]

------------------------------------------------------------------------------

Notes:          See pool documentation for complete example.

------------------------------------------------------------------------------

26.52 receptor

Object Type:    receptor

Description:    takes the weighted sum of up to 10 odors to determine membraneesenting n
         P>
Object Type:    pulsegen

Description:    General purpose pulse generator

Author:         M. Nelson, Caltech (4/89)

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  pulsegen_type  [in src/user/user_struct.h]

Size:           120 bytes

Fields:         level1          level of pulse1
                width1          width of pulse1
                delay1          delay of pulse1
                                  (wrt ext. input - trig or gate mode)
                                  (wrt pulse2     - free run mode)
                level2          level of pulse2
                width2          width of pulse2
                delay2          delay of pulse2 (wrt pulse1)
                baselevel       baseline level
                trig_mode       flag: 0=free run, 1=ext. trig, 2=ext. gate
                output          output
                trig_time       internal state variable
                previous_input  internal state variable

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       PulseGen  [in src/user/pulsegen.c]

Classes:        device

Actions:        PROCESS  RESET

Messages:       INPUT "gate/trig"   (0 = low, non-0 = high)
                LEVEL pulse# level
                WIDTH pulse# width
                DELAY pulse# delay

------------------------------------------------------------------------------

Notes:

This device can generate a variety of pulse patterns:  single pulses, double
pulses (each with its own level and width), and pulse trains (of single
pulses or pairs).  It can be triggered, gated, or allowed to free run.

In combination with a spikegen object, it can be used to generate bursts of
spikes for use as synaptic input.  (See Scripts/neuron/inputs.g.)

The following diagram illustrates the relationships between the fields:

                      +-----------------+ level1
  trigger             |                 |
     |                |                 |        +-------------+ level2
     |                |                 |        |             |
     V                |                 |        |             |
     +--- baselevel --+                 +--------+             +----

     <---- delay1 ----><---- width1 ---->         <-- width2 -->
                       <--------- delay2 -------->
If delay2 <= width1, then level2 starts imediately after the end of the
pulse at level1.  This means that if delay2, width2 and level2 are not set
and remain at their default values of 0, there will be only one type of
pulse.  It will repeat after a time delay1 after the end of the pulse
(free run mode) or a time delay1 after it is triggered (trigger or gate
mode).

Example:        Scripts/examples/pulsegen/PulseGenDemo.g

See also:       

26.50 randomspike

Object Type:    randomspike

Description:    place a random event into the buffer

Author:         M. Wilson, Caltech 6/88, Dave Bilitch 1/94

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  Randomspike_type  [src/newconn/newconn_struct.h]

Size:           100 bytes

Fields:         min_amp         minimum amplitude of event
                max_amp         maximum amplitude of event
                rate            rate of generation of events
                reset           flag for whether to reset after each event
                reset_value     what to reset state to
                state           current state of object
                abs_refract     minimum time between events

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       RandomEvent  [in src/newconn/randomspike.c]

Classes:        buffer

Actions:        INIT
                RESET
                PROCESS

Messages:       RATE    rate
                MINMAX  min max

------------------------------------------------------------------------------

Notes:          Generates a time series of events at a rate given by the rate
                parameter. The probability of an event for a single time step
                is given by rate*dt where dt is the clock rate of the
                element.  However, no event will be generated at a time less
                than abs_refract.  When an event has been generated, the
                amplitude of the event is a random variable uniformly
                distributed between min_amp and max_amp.  The state field
                has the value of the event amplitude if an event has been
                generated. If an event is not generated then the value of
                the state field depends on the reset field.  If reset is
                non-zero then the state is takes on the value given in
                reset_value. Otherwise the state will behave like a latch
                containing the amplitude of the previous event.

Example:        Scripts/tutorials/tutorial4.g

See also:       

26.51 reac

Object Type:    reac

Description:    Chemical reaction object. Works with pools to provide kf and
                kb. Reacs calculate the changes in concs for each pool hooked
                into them. The pool is responsible for adding up all the
                up and down changes resulting from various reactions it is
                involved in. Each reac can handle any number of substrates
                and products, though reactions of order greater than 2 are
                rare. Any number of reacs can be hooked up to a given pool.

                The generic reaction scheme is:
                                        kf
                Substrate1 + S2 + ..  <----> Prd1 + Prd2 + ...
                                        kb

Author:         U. S. Bhalla, National Centre for Biological Sciences,
                Bangalore, India. (1996).

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  reac_type  [in src/kinetics/kin_struct.h]

Size:           bytes

Fields:         kf                      Forward rate constant. Units depend
                                        on the order of the reaction, ie,
                                        the number of molecules on the
                                        left hand side. First
                                        order is sec^-1, second order is
                                        sec^-1.num^-1, etc.
                kb                      Backward rate constant. Units depend
                                        on the number of molecules on the
                                        right hand side, in a similar way.
                A, B                    Internal state variables, used to
                                        communicate with pools. A represents
                                        increase in the pool n, B is the
                                        decrease.

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       ReacFunc  [in src/kinetics/reac.c]

Classes:        segment

Actions:        PROCESS
                RESET
                SET

Messages:       SUBSTRATE       n       [Number of molecules in substrate pool]
                PRODUCT         n       [Number of molecules in product pool]
                KF              kf      [Forward rate constant]
                KB              kb      [Backward rate constant]

------------------------------------------------------------------------------

Notes:          See pool documentation for complete example.

------------------------------------------------------------------------------

26.52 receptor

Object Type:    receptor

Description:    takes the weighted sum of up to 10 odors to determine membraneesenting n
         P>
Object Type:    pulsegen

Description:    General purpose pulse generator

Author:         M. Nelson, Caltech (4/89)

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  pulsegen_type  [in src/user/user_struct.h]

Size:           120 bytes

Fields:         level1          level of pulse1
                width1          width of pulse1
                delay1          delay of pulse1
                                  (wrt ext. input - trig or gate mode)
                                  (wrt pulse2     - free run mode)
                level2          level of pulse2
                width2          width of pulse2
                delay2          delay of pulse2 (wrt pulse1)
                baselevel       baseline level
                trig_mode       flag: 0=free run, 1=ext. trig, 2=ext. gate
                output          output
                trig_time       internal state variable
                previous_input  internal state variable

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       PulseGen  [in src/user/pulsegen.c]

Classes:        device

Actions:        PROCESS  RESET

Messages:       INPUT "gate/trig"   (0 = low, non-0 = high)
                LEVEL pulse# level
                WIDTH pulse# width
                DELAY pulse# delay

------------------------------------------------------------------------------

Notes:

This device can generate a variety of pulse patterns:  single pulses, double
pulses (each with its own level and width), and pulse trains (of single
pulses or pairs).  It can be triggered, gated, or allowed to free run.

In combination with a spikegen object, it can be used to generate bursts of
spikes for use as synaptic input.  (See Scripts/neuron/inputs.g.)

The following diagram illustrates the relationships between the fields:

                      +-----------------+ level1
  trigger             |                 |
     |                |                 |        +-------------+ level2
     |                |                 |        |             |
     V                |                 |        |             |
     +--- baselevel --+                 +--------+             +----

     <---- delay1 ----><---- width1 ---->         <-- width2 -->
                       <--------- delay2 -------->
If delay2 <= width1, then level2 starts imediately after the end of the
pulse at level1.  This means that if delay2, width2 and level2 are not set
and remain at their default values of 0, there will be only one type of
pulse.  It will repeat after a time delay1 after the end of the pulse
(free run mode) or a time delay1 after it is triggered (trigger or gate
mode).

Example:        Scripts/examples/pulsegen/PulseGenDemo.g

See also:       

26.50 randomspike

Object Type:    randomspike

Description:    place a random event into the buffer

Author:         M. Wilson, Caltech 6/88, Dave Bilitch 1/94

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  Randomspike_type  [src/newconn/newconn_struct.h]

Size:           100 bytes

Fields:         min_amp         minimum amplitude of event
                max_amp         maximum amplitude of event
                rate            rate of generation of events
                reset           flag for whether to reset after each event
                reset_value     what to reset state to
                state           current state of object
                abs_refract     minimum time between events

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       RandomEvent  [in src/newconn/randomspike.c]

Classes:        buffer

Actions:        INIT
                RESET
                PROCESS

Messages:       RATE    rate
                MINMAX  min max

------------------------------------------------------------------------------

Notes:          Generates a time series of events at a rate given by the rate
                parameter. The probability of an event for a single time step
                is given by rate*dt where dt is the clock rate of the
                element.  However, no event will be generated at a time less
                than abs_refract.  When an event has been generated, the
                amplitude of the event is a random variable uniformly
                distributed between min_amp and max_amp.  The state field
                has the value of the event amplitude if an event has been
                generated. If an event is not generated then the value of
                the state field depends on the reset field.  If reset is
                non-zero then the state is takes on the value given in
                reset_value. Otherwise the state will behave like a latch
                containing the amplitude of the previous event.

Example:        Scripts/tutorials/tutorial4.g

See also:       

26.51 reac

Object Type:    reac

Description:    Chemical reaction object. Works with pools to provide kf and
                kb. Reacs calculate the changes in concs for each pool hooked
                into them. The pool is responsible for adding up all the
                up and down changes resulting from various reactions it is
                involved in. Each reac can handle any number of substrates
                and products, though reactions of order greater than 2 are
                rare. Any number of reacs can be hooked up to a given pool.

                The generic reaction scheme is:
                                        kf
                Substrate1 + S2 + ..  <----> Prd1 + Prd2 + ...
                                        kb

Author:         U. S. Bhalla, National Centre for Biological Sciences,
                Bangalore, India. (1996).

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  reac_type  [in src/kinetics/kin_struct.h]

Size:           bytes

Fields:         kf                      Forward rate constant. Units depend
                                        on the order of the reaction, ie,
                                        the number of molecules on the
                                        left hand side. First
                                        order is sec^-1, second order is
                                        sec^-1.num^-1, etc.
                kb                      Backward rate constant. Units depend
                                        on the number of molecules on the
                                        right hand side, in a similar way.
                A, B                    Internal state variables, used to
                                        communicate with pools. A represents
                                        increase in the pool n, B is the
                                        decrease.

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       ReacFunc  [in src/kinetics/reac.c]

Classes:        segment

Actions:        PROCESS
                RESET
                SET

Messages:       SUBSTRATE       n       [Number of molecules in substrate pool]
                PRODUCT         n       [Number of molecules in product pool]
                KF              kf      [Forward rate constant]
                KB              kb      [Backward rate constant]

------------------------------------------------------------------------------

Notes:          See pool documentation for complete example.

------------------------------------------------------------------------------

26.52 receptor

Object Type:    receptor

Description:    takes the weighted sum of up to 10 odors to determine membraneesenting n
         P>
Object Type:    pulsegen

Description:    General purpose pulse generator

Author:         M. Nelson, Caltech (4/89)

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  pulsegen_type  [in src/user/user_struct.h]

Size:           120 bytes

Fields:         level1          level of pulse1
                width1          width of pulse1
                delay1          delay of pulse1
                                  (wrt ext. input - trig or gate mode)
                                  (wrt pulse2     - free run mode)
                level2          level of pulse2
                width2          width of pulse2
                delay2          delay of pulse2 (wrt pulse1)
                baselevel       baseline level
                trig_mode       flag: 0=free run, 1=ext. trig, 2=ext. gate
                output          output
                trig_time       internal state variable
                previous_input  internal state variable

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       PulseGen  [in src/user/pulsegen.c]

Classes:        device

Actions:        PROCESS  RESET

Messages:       INPUT "gate/trig"   (0 = low, non-0 = high)
                LEVEL pulse# level
                WIDTH pulse# width
                DELAY pulse# delay

------------------------------------------------------------------------------

Notes:

This device can generate a variety of pulse patterns:  single pulses, double
pulses (each with its own level and width), and pulse trains (of single
pulses or pairs).  It can be triggered, gated, or allowed to free run.

In combination with a spikegen object, it can be used to generate bursts of
spikes for use as synaptic input.  (See Scripts/neuron/inputs.g.)

The following diagram illustrates the relationships between the fields:

                      +-----------------+ level1
  trigger             |                 |
     |                |                 |        +-------------+ level2
     |                |                 |        |             |
     V                |                 |        |             |
     +--- baselevel --+                 +--------+             +----

     <---- delay1 ----><---- width1 ---->         <-- width2 -->
                       <--------- delay2 -------->
If delay2 <= width1, then level2 starts imediately after the end of the
pulse at level1.  This means that if delay2, width2 and level2 are not set
and remain at their default values of 0, there will be only one type of
pulse.  It will repeat after a time delay1 after the end of the pulse
(free run mode) or a time delay1 after it is triggered (trigger or gate
mode).

Example:        Scripts/examples/pulsegen/PulseGenDemo.g

See also:       

26.50 randomspike

Object Type:    randomspike

Description:    place a random event into the buffer

Author:         M. Wilson, Caltech 6/88, Dave Bilitch 1/94

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  Randomspike_type  [src/newconn/newconn_struct.h]

Size:           100 bytes

Fields:         min_amp         minimum amplitude of event
                max_amp         maximum amplitude of event
                rate            rate of generation of events
                reset           flag for whether to reset after each event
                reset_value     what to reset state to
                state           current state of object
                abs_refract     minimum time between events

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       RandomEvent  [in src/newconn/randomspike.c]

Classes:        buffer

Actions:        INIT
                RESET
                PROCESS

Messages:       RATE    rate
                MINMAX  min max

------------------------------------------------------------------------------

Notes:          Generates a time series of events at a rate given by the rate
                parameter. The probability of an event for a single time step
                is given by rate*dt where dt is the clock rate of the
                element.  However, no event will be generated at a time less
                than abs_refract.  When an event has been generated, the
                amplitude of the event is a random variable uniformly
                distributed between min_amp and max_amp.  The state field
                has the value of the event amplitude if an event has been
                generated. If an event is not generated then the value of
                the state field depends on the reset field.  If reset is
                non-zero then the state is takes on the value given in
                reset_value. Otherwise the state will behave like a latch
                containing the amplitude of the previous event.

Example:        Scripts/tutorials/tutorial4.g

See also:       

26.51 reac

Object Type:    reac

Description:    Chemical reaction object. Works with pools to provide kf and
                kb. Reacs calculate the changes in concs for each pool hooked
                into them. The pool is responsible for adding up all the
                up and down changes resulting from various reactions it is
                involved in. Each reac can handle any number of substrates
                and products, though reactions of order greater than 2 are
                rare. Any number of reacs can be hooked up to a given pool.

                The generic reaction scheme is:
                                        kf
                Substrate1 + S2 + ..  <----> Prd1 + Prd2 + ...
                                        kb

Author:         U. S. Bhalla, National Centre for Biological Sciences,
                Bangalore, India. (1996).

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  reac_type  [in src/kinetics/kin_struct.h]

Size:           bytes

Fields:         kf                      Forward rate constant. Units depend
                                        on the order of the reaction, ie,
                                        the number of molecules on the
                                        left hand side. First
                                        order is sec^-1, second order is
                                        sec^-1.num^-1, etc.
                kb                      Backward rate constant. Units depend
                                        on the number of molecules on the
                                        right hand side, in a similar way.
                A, B                    Internal state variables, used to
                                        communicate with pools. A represents
                                        increase in the pool n, B is the
                                        decrease.

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       ReacFunc  [in src/kinetics/reac.c]

Classes:        segment

Actions:        PROCESS
                RESET
                SET

Messages:       SUBSTRATE       n       [Number of molecules in substrate pool]
                PRODUCT         n       [Number of molecules in product pool]
                KF              kf      [Forward rate constant]
                KB              kb      [Backward rate constant]

------------------------------------------------------------------------------

Notes:          See pool documentation for complete example.

------------------------------------------------------------------------------

26.52 receptor

Object Type:    receptor

Description:    takes the weighted sum of up to 10 odors to determine membraneesenting n
         P>
Object Type:    pulsegen

Description:    General purpose pulse generator

Author:         M. Nelson, Caltech (4/89)

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  pulsegen_type  [in src/user/user_struct.h]

Size:           120 bytes

Fields:         level1          level of pulse1
                width1          width of pulse1
                delay1          delay of pulse1
                                  (wrt ext. input - trig or gate mode)
                                  (wrt pulse2     - free run mode)
                level2          level of pulse2
                width2          width of pulse2
                delay2          delay of pulse2 (wrt pulse1)
                baselevel       baseline level
                trig_mode       flag: 0=free run, 1=ext. trig, 2=ext. gate
                output          output
                trig_time       internal state variable
                previous_input  internal state variable

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       PulseGen  [in src/user/pulsegen.c]

Classes:        device

Actions:        PROCESS  RESET

Messages:       INPUT "gate/trig"   (0 = low, non-0 = high)
                LEVEL pulse# level
                WIDTH pulse# width
                DELAY pulse# delay

------------------------------------------------------------------------------

Notes:

This device can generate a variety of pulse patterns:  single pulses, double
pulses (each with its own level and width), and pulse trains (of single
pulses or pairs).  It can be triggered, gated, or allowed to free run.

In combination with a spikegen object, it can be used to generate bursts of
spikes for use as synaptic input.  (See Scripts/neuron/inputs.g.)

The following diagram illustrates the relationships between the fields:

                      +-----------------+ level1
  trigger             |                 |
     |                |                 |        +-------------+ level2
     |                |                 |        |             |
     V                |                 |        |             |
     +--- baselevel --+                 +--------+             +----

     <---- delay1 ----><---- width1 ---->         <-- width2 -->
                       <--------- delay2 -------->
If delay2 <= width1, then level2 starts imediately after the end of the
pulse at level1.  This means that if delay2, width2 and level2 are not set
and remain at their default values of 0, there will be only one type of
pulse.  It will repeat after a time delay1 after the end of the pulse
(free run mode) or a time delay1 after it is triggered (trigger or gate
mode).

Example:        Scripts/examples/pulsegen/PulseGenDemo.g

See also:       

26.50 randomspike

Object Type:    randomspike

Description:    place a random event into the buffer

Author:         M. Wilson, Caltech 6/88, Dave Bilitch 1/94

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  Randomspike_type  [src/newconn/newconn_struct.h]

Size:           100 bytes

Fields:         min_amp         minimum amplitude of event
                max_amp         maximum amplitude of event
                rate            rate of generation of events
                reset           flag for whether to reset after each event
                reset_value     what to reset state to
                state           current state of object
                abs_refract     minimum time between events

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       RandomEvent  [in src/newconn/randomspike.c]

Classes:        buffer

Actions:        INIT
                RESET
                PROCESS

Messages:       RATE    rate
                MINMAX  min max

------------------------------------------------------------------------------

Notes:          Generates a time series of events at a rate given by the rate
                parameter. The probability of an event for a single time step
                is given by rate*dt where dt is the clock rate of the
                element.  However, no event will be generated at a time less
                than abs_refract.  When an event has been generated, the
                amplitude of the event is a random variable uniformly
                distributed between min_amp and max_amp.  The state field
                has the value of the event amplitude if an event has been
                generated. If an event is not generated then the value of
                the state field depends on the reset field.  If reset is
                non-zero then the state is takes on the value given in
                reset_value. Otherwise the state will behave like a latch
                containing the amplitude of the previous event.

Example:        Scripts/tutorials/tutorial4.g

See also:       

26.51 reac

Object Type:    reac

Description:    Chemical reaction object. Works with pools to provide kf and
                kb. Reacs calculate the changes in concs for each pool hooked
                into them. The pool is responsible for adding up all the
                up and down changes resulting from various reactions it is
                involved in. Each reac can handle any number of substrates
                and products, though reactions of order greater than 2 are
                rare. Any number of reacs can be hooked up to a given pool.

                The generic reaction scheme is:
                                        kf
                Substrate1 + S2 + ..  <----> Prd1 + Prd2 + ...
                                        kb

Author:         U. S. Bhalla, National Centre for Biological Sciences,
                Bangalore, India. (1996).

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  reac_type  [in src/kinetics/kin_struct.h]

Size:           bytes

Fields:         kf                      Forward rate constant. Units depend
                                        on the order of the reaction, ie,
                                        the number of molecules on the
                                        left hand side. First
                                        order is sec^-1, second order is
                                        sec^-1.num^-1, etc.
                kb                      Backward rate constant. Units depend
                                        on the number of molecules on the
                                        right hand side, in a similar way.
                A, B                    Internal state variables, used to
                                        communicate with pools. A represents
                                        increase in the pool n, B is the
                                        decrease.

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       ReacFunc  [in src/kinetics/reac.c]

Classes:        segment

Actions:        PROCESS
                RESET
                SET

Messages:       SUBSTRATE       n       [Number of molecules in substrate pool]
                PRODUCT         n       [Number of molecules in product pool]
                KF              kf      [Forward rate constant]
                KB              kb      [Backward rate constant]

------------------------------------------------------------------------------

Notes:          See pool documentation for complete example.

------------------------------------------------------------------------------

26.52 receptor

Object Type:    receptor

Description:    takes the weighted sum of up to 10 odors to determine membraneesenting n
         P>
Object Type:    pulsegen

Description:    General purpose pulse generator

Author:         M. Nelson, Caltech (4/89)

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  pulsegen_type  [in src/user/user_struct.h]

Size:           120 bytes

Fields:         level1          level of pulse1
                width1          width of pulse1
                delay1          delay of pulse1
                                  (wrt ext. input - trig or gate mode)
                                  (wrt pulse2     - free run mode)
                level2          level of pulse2
                width2          width of pulse2
                delay2          delay of pulse2 (wrt pulse1)
                baselevel       baseline level
                trig_mode       flag: 0=free run, 1=ext. trig, 2=ext. gate
                output          output
                trig_time       internal state variable
                previous_input  internal state variable

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       PulseGen  [in src/user/pulsegen.c]

Classes:        device

Actions:        PROCESS  RESET

Messages:       INPUT "gate/trig"   (0 = low, non-0 = high)
                LEVEL pulse# level
                WIDTH pulse# width
                DELAY pulse# delay

------------------------------------------------------------------------------

Notes:

This device can generate a variety of pulse patterns:  single pulses, double
pulses (each with its own level and width), and pulse trains (of single
pulses or pairs).  It can be triggered, gated, or allowed to free run.

In combination with a spikegen object, it can be used to generate bursts of
spikes for use as synaptic input.  (See Scripts/neuron/inputs.g.)

The following diagram illustrates the relationships between the fields:

                      +-----------------+ level1
  trigger             |                 |
     |                |                 |        +-------------+ level2
     |                |                 |        |             |
     V                |                 |        |             |
     +--- baselevel --+                 +--------+             +----

     <---- delay1 ----><---- width1 ---->         <-- width2 -->
                       <--------- delay2 -------->
If delay2 <= width1, then level2 starts imediately after the end of the
pulse at level1.  This means that if delay2, width2 and level2 are not set
and remain at their default values of 0, there will be only one type of
pulse.  It will repeat after a time delay1 after the end of the pulse
(free run mode) or a time delay1 after it is triggered (trigger or gate
mode).

Example:        Scripts/examples/pulsegen/PulseGenDemo.g

See also:       

26.50 randomspike

Object Type:    randomspike

Description:    place a random event into the buffer

Author:         M. Wilson, Caltech 6/88, Dave Bilitch 1/94

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  Randomspike_type  [src/newconn/newconn_struct.h]

Size:           100 bytes

Fields:         min_amp         minimum amplitude of event
                max_amp         maximum amplitude of event
                rate            rate of generation of events
                reset           flag for whether to reset after each event
                reset_value     what to reset state to
                state           current state of object
                abs_refract     minimum time between events

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       RandomEvent  [in src/newconn/randomspike.c]

Classes:        buffer

Actions:        INIT
                RESET
                PROCESS

Messages:       RATE    rate
                MINMAX  min max

------------------------------------------------------------------------------

Notes:          Generates a time series of events at a rate given by the rate
                parameter. The probability of an event for a single time step
                is given by rate*dt where dt is the clock rate of the
                element.  However, no event will be generated at a time less
                than abs_refract.  When an event has been generated, the
                amplitude of the event is a random variable uniformly
                distributed between min_amp and max_amp.  The state field
                has the value of the event amplitude if an event has been
                generated. If an event is not generated then the value of
                the state field depends on the reset field.  If reset is
                non-zero then the state is takes on the value given in
                reset_value. Otherwise the state will behave like a latch
                containing the amplitude of the previous event.

Example:        Scripts/tutorials/tutorial4.g

See also:       

26.51 reac

Object Type:    reac

Description:    Chemical reaction object. Works with pools to provide kf and
                kb. Reacs calculate the changes in concs for each pool hooked
                into them. The pool is responsible for adding up all the
                up and down changes resulting from various reactions it is
                involved in. Each reac can handle any number of substrates
                and products, though reactions of order greater than 2 are
                rare. Any number of reacs can be hooked up to a given pool.

                The generic reaction scheme is:
                                        kf
                Substrate1 + S2 + ..  <----> Prd1 + Prd2 + ...
                                        kb

Author:         U. S. Bhalla, National Centre for Biological Sciences,
                Bangalore, India. (1996).

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  reac_type  [in src/kinetics/kin_struct.h]

Size:           bytes

Fields:         kf                      Forward rate constant. Units depend
                                        on the order of the reaction, ie,
                                        the number of molecules on the
                                        left hand side. First
                                        order is sec^-1, second order is
                                        sec^-1.num^-1, etc.
                kb                      Backward rate constant. Units depend
                                        on the number of molecules on the
                                        right hand side, in a similar way.
                A, B                    Internal state variables, used to
                                        communicate with pools. A represents
                                        increase in the pool n, B is the
                                        decrease.

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       ReacFunc  [in src/kinetics/reac.c]

Classes:        segment

Actions:        PROCESS
                RESET
                SET

Messages:       SUBSTRATE       n       [Number of molecules in substrate pool]
                PRODUCT         n       [Number of molecules in product pool]
                KF              kf      [Forward rate constant]
                KB              kb      [Backward rate constant]

------------------------------------------------------------------------------

Notes:          See pool documentation for complete example.

------------------------------------------------------------------------------

26.52 receptor

Object Type:    receptor

Description:    takes the weighted sum of up to 10 odors to determine membraneesenting n
         P>
Object Type:    pulsegen

Description:    General purpose pulse generator

Author:         M. Nelson, Caltech (4/89)

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  pulsegen_type  [in src/user/user_struct.h]

Size:           120 bytes

Fields:         level1          level of pulse1
                width1          width of pulse1
                delay1          delay of pulse1
                                  (wrt ext. input - trig or gate mode)
                                  (wrt pulse2     - free run mode)
                level2          level of pulse2
                width2          width of pulse2
                delay2          delay of pulse2 (wrt pulse1)
                baselevel       baseline level
                trig_mode       flag: 0=free run, 1=ext. trig, 2=ext. gate
                output          output
                trig_time       internal state variable
                previous_input  internal state variable

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       PulseGen  [in src/user/pulsegen.c]

Classes:        device

Actions:        PROCESS  RESET

Messages:       INPUT "gate/trig"   (0 = low, non-0 = high)
                LEVEL pulse# level
                WIDTH pulse# width
                DELAY pulse# delay

------------------------------------------------------------------------------

Notes:

This device can generate a variety of pulse patterns:  single pulses, double
pulses (each with its own level and width), and pulse trains (of single
pulses or pairs).  It can be triggered, gated, or allowed to free run.

In combination with a spikegen object, it can be used to generate bursts of
spikes for use as synaptic input.  (See Scripts/neuron/inputs.g.)

The following diagram illustrates the relationships between the fields:

                      +-----------------+ level1
  trigger             |                 |
     |                |                 |        +-------------+ level2
     |                |                 |        |             |
     V                |                 |        |             |
     +--- baselevel --+                 +--------+             +----

     <---- delay1 ----><---- width1 ---->         <-- width2 -->
                       <--------- delay2 -------->
If delay2 <= width1, then level2 starts imediately after the end of the
pulse at level1.  This means that if delay2, width2 and level2 are not set
and remain at their default values of 0, there will be only one type of
pulse.  It will repeat after a time delay1 after the end of the pulse
(free run mode) or a time delay1 after it is triggered (trigger or gate
mode).

Example:        Scripts/examples/pulsegen/PulseGenDemo.g

See also:       

26.50 randomspike

Object Type:    randomspike

Description:    place a random event into the buffer

Author:         M. Wilson, Caltech 6/88, Dave Bilitch 1/94

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  Randomspike_type  [src/newconn/newconn_struct.h]

Size:           100 bytes

Fields:         min_amp         minimum amplitude of event
                max_amp         maximum amplitude of event
                rate            rate of generation of events
                reset           flag for whether to reset after each event
                reset_value     what to reset state to
                state           current state of object
                abs_refract     minimum time between events

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       RandomEvent  [in src/newconn/randomspike.c]

Classes:        buffer

Actions:        INIT
                RESET
                PROCESS

Messages:       RATE    rate
                MINMAX  min max

------------------------------------------------------------------------------

Notes:          Generates a time series of events at a rate given by the rate
                parameter. The probability of an event for a single time step
                is given by rate*dt where dt is the clock rate of the
                element.  However, no event will be generated at a time less
                than abs_refract.  When an event has been generated, the
                amplitude of the event is a random variable uniformly
                distributed between min_amp and max_amp.  The state field
                has the value of the event amplitude if an event has been
                generated. If an event is not generated then the value of
                the state field depends on the reset field.  If reset is
                non-zero then the state is takes on the value given in
                reset_value. Otherwise the state will behave like a latch
                containing the amplitude of the previous event.

Example:        Scripts/tutorials/tutorial4.g

See also:       

26.51 reac

Object Type:    reac

Description:    Chemical reaction object. Works with pools to provide kf and
                kb. Reacs calculate the changes in concs for each pool hooked
                into them. The pool is responsible for adding up all the
                up and down changes resulting from various reactions it is
                involved in. Each reac can handle any number of substrates
                and products, though reactions of order greater than 2 are
                rare. Any number of reacs can be hooked up to a given pool.

                The generic reaction scheme is:
                                        kf
                Substrate1 + S2 + ..  <----> Prd1 + Prd2 + ...
                                        kb

Author:         U. S. Bhalla, National Centre for Biological Sciences,
                Bangalore, India. (1996).

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  reac_type  [in src/kinetics/kin_struct.h]

Size:           bytes

Fields:         kf                      Forward rate constant. Units depend
                                        on the order of the reaction, ie,
                                        the number of molecules on the
                                        left hand side. First
                                        order is sec^-1, second order is
                                        sec^-1.num^-1, etc.
                kb                      Backward rate constant. Units depend
                                        on the number of molecules on the
                                        right hand side, in a similar way.
                A, B                    Internal state variables, used to
                                        communicate with pools. A represents
                                        increase in the pool n, B is the
                                        decrease.

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       ReacFunc  [in src/kinetics/reac.c]

Classes:        segment

Actions:        PROCESS
                RESET
                SET

Messages:       SUBSTRATE       n       [Number of molecules in substrate pool]
                PRODUCT         n       [Number of molecules in product pool]
                KF              kf      [Forward rate constant]
                KB              kb      [Backward rate constant]

------------------------------------------------------------------------------

Notes:          See pool documentation for complete example.

------------------------------------------------------------------------------

26.52 receptor

Object Type:    receptor

Description:    takes the weighted sum of up to 10 odors to determine membraneesenting n
         P>
Object Type:    pulsegen

Description:    General purpose pulse generator

Author:         M. Nelson, Caltech (4/89)

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  pulsegen_type  [in src/user/user_struct.h]

Size:           120 bytes

Fields:         level1          level of pulse1
                width1          width of pulse1
                delay1          delay of pulse1
                                  (wrt ext. input - trig or gate mode)
                                  (wrt pulse2     - free run mode)
                level2          level of pulse2
                width2          width of pulse2
                delay2          delay of pulse2 (wrt pulse1)
                baselevel       baseline level
                trig_mode       flag: 0=free run, 1=ext. trig, 2=ext. gate
                output          output
                trig_time       internal state variable
                previous_input  internal state variable

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       PulseGen  [in src/user/pulsegen.c]

Classes:        device

Actions:        PROCESS  RESET

Messages:       INPUT "gate/trig"   (0 = low, non-0 = high)
                LEVEL pulse# level
                WIDTH pulse# width
                DELAY pulse# delay

------------------------------------------------------------------------------

Notes:

This device can generate a variety of pulse patterns:  single pulses, double
pulses (each with its own level and width), and pulse trains (of single
pulses or pairs).  It can be triggered, gated, or allowed to free run.

In combination with a spikegen object, it can be used to generate bursts of
spikes for use as synaptic input.  (See Scripts/neuron/inputs.g.)

The following diagram illustrates the relationships between the fields:

                      +-----------------+ level1
  trigger             |                 |
     |                |                 |        +-------------+ level2
     |                |                 |        |             |
     V                |                 |        |             |
     +--- baselevel --+                 +--------+             +----

     <---- delay1 ----><---- width1 ---->         <-- width2 -->
                       <--------- delay2 -------->
If delay2 <= width1, then level2 starts imediately after the end of the
pulse at level1.  This means that if delay2, width2 and level2 are not set
and remain at their default values of 0, there will be only one type of
pulse.  It will repeat after a time delay1 after the end of the pulse
(free run mode) or a time delay1 after it is triggered (trigger or gate
mode).

Example:        Scripts/examples/pulsegen/PulseGenDemo.g

See also:       

26.50 randomspike

Object Type:    randomspike

Description:    place a random event into the buffer

Author:         M. Wilson, Caltech 6/88, Dave Bilitch 1/94

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  Randomspike_type  [src/newconn/newconn_struct.h]

Size:           100 bytes

Fields:         min_amp         minimum amplitude of event
                max_amp         maximum amplitude of event
                rate            rate of generation of events
                reset           flag for whether to reset after each event
                reset_value     what to reset state to
                state           current state of object
                abs_refract     minimum time between events

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       RandomEvent  [in src/newconn/randomspike.c]

Classes:        buffer

Actions:        INIT
                RESET
                PROCESS

Messages:       RATE    rate
                MINMAX  min max

------------------------------------------------------------------------------

Notes:          Generates a time series of events at a rate given by the rate
                parameter. The probability of an event for a single time step
                is given by rate*dt where dt is the clock rate of the
                element.  However, no event will be generated at a time less
                than abs_refract.  When an event has been generated, the
                amplitude of the event is a random variable uniformly
                distributed between min_amp and max_amp.  The state field
                has the value of the event amplitude if an event has been
                generated. If an event is not generated then the value of
                the state field depends on the reset field.  If reset is
                non-zero then the state is takes on the value given in
                reset_value. Otherwise the state will behave like a latch
                containing the amplitude of the previous event.

Example:        Scripts/tutorials/tutorial4.g

See also:       

26.51 reac

Object Type:    reac

Description:    Chemical reaction object. Works with pools to provide kf and
                kb. Reacs calculate the changes in concs for each pool hooked
                into them. The pool is responsible for adding up all the
                up and down changes resulting from various reactions it is
                involved in. Each reac can handle any number of substrates
                and products, though reactions of order greater than 2 are
                rare. Any number of reacs can be hooked up to a given pool.

                The generic reaction scheme is:
                                        kf
                Substrate1 + S2 + ..  <----> Prd1 + Prd2 + ...
                                        kb

Author:         U. S. Bhalla, National Centre for Biological Sciences,
                Bangalore, India. (1996).

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  reac_type  [in src/kinetics/kin_struct.h]

Size:           bytes

Fields:         kf                      Forward rate constant. Units depend
                                        on the order of the reaction, ie,
                                        the number of molecules on the
                                        left hand side. First
                                        order is sec^-1, second order is
                                        sec^-1.num^-1, etc.
                kb                      Backward rate constant. Units depend
                                        on the number of molecules on the
                                        right hand side, in a similar way.
                A, B                    Internal state variables, used to
                                        communicate with pools. A represents
                                        increase in the pool n, B is the
                                        decrease.

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       ReacFunc  [in src/kinetics/reac.c]

Classes:        segment

Actions:        PROCESS
                RESET
                SET

Messages:       SUBSTRATE       n       [Number of molecules in substrate pool]
                PRODUCT         n       [Number of molecules in product pool]
                KF              kf      [Forward rate constant]
                KB              kb      [Backward rate constant]

------------------------------------------------------------------------------

Notes:          See pool documentation for complete example.

------------------------------------------------------------------------------

26.52 receptor

Object Type:    receptor

Description:    takes the weighted sum of up to 10 odors to determine membraneesenting n
         P>
Object Type:    pulsegen

Description:    General purpose pulse generator

Author:         M. Nelson, Caltech (4/89)

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  pulsegen_type  [in src/user/user_struct.h]

Size:           120 bytes

Fields:         level1          level of pulse1
                width1          width of pulse1
                delay1          delay of pulse1
                                  (wrt ext. input - trig or gate mode)
                                  (wrt pulse2     - free run mode)
                level2          level of pulse2
                width2          width of pulse2
                delay2          delay of pulse2 (wrt pulse1)
                baselevel       baseline level
                trig_mode       flag: 0=free run, 1=ext. trig, 2=ext. gate
                output          output
                trig_time       internal state variable
                previous_input  internal state variable

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       PulseGen  [in src/user/pulsegen.c]

Classes:        device

Actions:        PROCESS  RESET

Messages:       INPUT "gate/trig"   (0 = low, non-0 = high)
                LEVEL pulse# level
                WIDTH pulse# width
                DELAY pulse# delay

------------------------------------------------------------------------------

Notes:

This device can generate a variety of pulse patterns:  single pulses, double
pulses (each with its own level and width), and pulse trains (of single
pulses or pairs).  It can be triggered, gated, or allowed to free run.

In combination with a spikegen object, it can be used to generate bursts of
spikes for use as synaptic input.  (See Scripts/neuron/inputs.g.)

The following diagram illustrates the relationships between the fields:

                      +-----------------+ level1
  trigger             |                 |
     |                |                 |        +-------------+ level2
     |                |                 |        |             |
     V                |                 |        |             |
     +--- baselevel --+                 +--------+             +----

     <---- delay1 ----><---- width1 ---->         <-- width2 -->
                       <--------- delay2 -------->
If delay2 <= width1, then level2 starts imediately after the end of the
pulse at level1.  This means that if delay2, width2 and level2 are not set
and remain at their default values of 0, there will be only one type of
pulse.  It will repeat after a time delay1 after the end of the pulse
(free run mode) or a time delay1 after it is triggered (trigger or gate
mode).

Example:        Scripts/examples/pulsegen/PulseGenDemo.g

See also:       

26.50 randomspike

Object Type:    randomspike

Description:    place a random event into the buffer

Author:         M. Wilson, Caltech 6/88, Dave Bilitch 1/94

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  Randomspike_type  [src/newconn/newconn_struct.h]

Size:           100 bytes

Fields:         min_amp         minimum amplitude of event
                max_amp         maximum amplitude of event
                rate            rate of generation of events
                reset           flag for whether to reset after each event
                reset_value     what to reset state to
                state           current state of object
                abs_refract     minimum time between events

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       RandomEvent  [in src/newconn/randomspike.c]

Classes:        buffer

Actions:        INIT
                RESET
                PROCESS

Messages:       RATE    rate
                MINMAX  min max

------------------------------------------------------------------------------

Notes:          Generates a time series of events at a rate given by the rate
                parameter. The probability of an event for a single time step
                is given by rate*dt where dt is the clock rate of the
                element.  However, no event will be generated at a time less
                than abs_refract.  When an event has been generated, the
                amplitude of the event is a random variable uniformly
                distributed between min_amp and max_amp.  The state field
                has the value of the event amplitude if an event has been
                generated. If an event is not generated then the value of
                the state field depends on the reset field.  If reset is
                non-zero then the state is takes on the value given in
                reset_value. Otherwise the state will behave like a latch
                containing the amplitude of the previous event.

Example:        Scripts/tutorials/tutorial4.g

See also:       

26.51 reac

Object Type:    reac

Description:    Chemical reaction object. Works with pools to provide kf and
                kb. Reacs calculate the changes in concs for each pool hooked
                into them. The pool is responsible for adding up all the
                up and down changes resulting from various reactions it is
                involved in. Each reac can handle any number of substrates
                and products, though reactions of order greater than 2 are
                rare. Any number of reacs can be hooked up to a given pool.

                The generic reaction scheme is:
                                        kf
                Substrate1 + S2 + ..  <----> Prd1 + Prd2 + ...
                                        kb

Author:         U. S. Bhalla, National Centre for Biological Sciences,
                Bangalore, India. (1996).

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  reac_type  [in src/kinetics/kin_struct.h]

Size:           bytes

Fields:         kf                      Forward rate constant. Units depend
                                        on the order of the reaction, ie,
                                        the number of molecules on the
                                        left hand side. First
                                        order is sec^-1, second order is
                                        sec^-1.num^-1, etc.
                kb                      Backward rate constant. Units depend
                                        on the number of molecules on the
                                        right hand side, in a similar way.
                A, B                    Internal state variables, used to
                                        communicate with pools. A represents
                                        increase in the pool n, B is the
                                        decrease.

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       ReacFunc  [in src/kinetics/reac.c]

Classes:        segment

Actions:        PROCESS
                RESET
                SET

Messages:       SUBSTRATE       n       [Number of molecules in substrate pool]
                PRODUCT         n       [Number of molecules in product pool]
                KF              kf      [Forward rate constant]
                KB              kb      [Backward rate constant]

------------------------------------------------------------------------------

Notes:          See pool documentation for complete example.

------------------------------------------------------------------------------

26.52 receptor

Object Type:    receptor

Description:    takes the weighted sum of up to 10 odors to determine membraneesenting n
         P>
Object Type:    pulsegen

Description:    General purpose pulse generator

Author:         M. Nelson, Caltech (4/89)

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  pulsegen_type  [in src/user/user_struct.h]

Size:           120 bytes

Fields:         level1          level of pulse1
                width1          width of pulse1
                delay1          delay of pulse1
                                  (wrt ext. input - trig or gate mode)
                                  (wrt pulse2     - free run mode)
                level2          level of pulse2
                width2          width of pulse2
                delay2          delay of pulse2 (wrt pulse1)
                baselevel       baseline level
                trig_mode       flag: 0=free run, 1=ext. trig, 2=ext. gate
                output          output
                trig_time       internal state variable
                previous_input  internal state variable

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       PulseGen  [in src/user/pulsegen.c]

Classes:        device

Actions:        PROCESS  RESET

Messages:       INPUT "gate/trig"   (0 = low, non-0 = high)
                LEVEL pulse# level
                WIDTH pulse# width
                DELAY pulse# delay

------------------------------------------------------------------------------

Notes:

This device can generate a variety of pulse patterns:  single pulses, double
pulses (each with its own level and width), and pulse trains (of single
pulses or pairs).  It can be triggered, gated, or allowed to free run.

In combination with a spikegen object, it can be used to generate bursts of
spikes for use as synaptic input.  (See Scripts/neuron/inputs.g.)

The following diagram illustrates the relationships between the fields:

                      +-----------------+ level1
  trigger             |                 |
     |                |                 |        +-------------+ level2
     |                |                 |        |             |
     V                |                 |        |             |
     +--- baselevel --+                 +--------+             +----

     <---- delay1 ----><---- width1 ---->         <-- width2 -->
                       <--------- delay2 -------->
If delay2 <= width1, then level2 starts imediately after the end of the
pulse at level1.  This means that if delay2, width2 and level2 are not set
and remain at their default values of 0, there will be only one type of
pulse.  It will repeat after a time delay1 after the end of the pulse
(free run mode) or a time delay1 after it is triggered (trigger or gate
mode).

Example:        Scripts/examples/pulsegen/PulseGenDemo.g

See also:       

26.50 randomspike

Object Type:    randomspike

Description:    place a random event into the buffer

Author:         M. Wilson, Caltech 6/88, Dave Bilitch 1/94

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  Randomspike_type  [src/newconn/newconn_struct.h]

Size:           100 bytes

Fields:         min_amp         minimum amplitude of event
                max_amp         maximum amplitude of event
                rate            rate of generation of events
                reset           flag for whether to reset after each event
                reset_value     what to reset state to
                state           current state of object
                abs_refract     minimum time between events

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       RandomEvent  [in src/newconn/randomspike.c]

Classes:        buffer

Actions:        INIT
                RESET
                PROCESS

Messages:       RATE    rate
                MINMAX  min max

------------------------------------------------------------------------------

Notes:          Generates a time series of events at a rate given by the rate
                parameter. The probability of an event for a single time step
                is given by rate*dt where dt is the clock rate of the
                element.  However, no event will be generated at a time less
                than abs_refract.  When an event has been generated, the
                amplitude of the event is a random variable uniformly
                distributed between min_amp and max_amp.  The state field
                has the value of the event amplitude if an event has been
                generated. If an event is not generated then the value of
                the state field depends on the reset field.  If reset is
                non-zero then the state is takes on the value given in
                reset_value. Otherwise the state will behave like a latch
                containing the amplitude of the previous event.

Example:        Scripts/tutorials/tutorial4.g

See also:       

26.51 reac

Object Type:    reac

Description:    Chemical reaction object. Works with pools to provide kf and
                kb. Reacs calculate the changes in concs for each pool hooked
                into them. The pool is responsible for adding up all the
                up and down changes resulting from various reactions it is
                involved in. Each reac can handle any number of substrates
                and products, though reactions of order greater than 2 are
                rare. Any number of reacs can be hooked up to a given pool.

                The generic reaction scheme is:
                                        kf
                Substrate1 + S2 + ..  <----> Prd1 + Prd2 + ...
                                        kb

Author:         U. S. Bhalla, National Centre for Biological Sciences,
                Bangalore, India. (1996).

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  reac_type  [in src/kinetics/kin_struct.h]

Size:           bytes

Fields:         kf                      Forward rate constant. Units depend
                                        on the order of the reaction, ie,
                                        the number of molecules on the
                                        left hand side. First
                                        order is sec^-1, second order is
                                        sec^-1.num^-1, etc.
                kb                      Backward rate constant. Units depend
                                        on the number of molecules on the
                                        right hand side, in a similar way.
                A, B                    Internal state variables, used to
                                        communicate with pools. A represents
                                        increase in the pool n, B is the
                                        decrease.

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       ReacFunc  [in src/kinetics/reac.c]

Classes:        segment

Actions:        PROCESS
                RESET
                SET

Messages:       SUBSTRATE       n       [Number of molecules in substrate pool]
                PRODUCT         n       [Number of molecules in product pool]
                KF              kf      [Forward rate constant]
                KB              kb      [Backward rate constant]

------------------------------------------------------------------------------

Notes:          See pool documentation for complete example.

------------------------------------------------------------------------------

26.52 receptor

Object Type:    receptor

Description:    takes the weighted sum of up to 10 odors to determine membraneesenting n
         P>
Object Type:    pulsegen

Description:    General purpose pulse generator

Author:         M. Nelson, Caltech (4/89)

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  pulsegen_type  [in src/user/user_struct.h]

Size:           120 bytes

Fields:         level1          level of pulse1
                width1          width of pulse1
                delay1          delay of pulse1
                                  (wrt ext. input - trig or gate mode)
                                  (wrt pulse2     - free run mode)
                level2          level of pulse2
                width2          width of pulse2
                delay2          delay of pulse2 (wrt pulse1)
                baselevel       baseline level
                trig_mode       flag: 0=free run, 1=ext. trig, 2=ext. gate
                output          output
                trig_time       internal state variable
                previous_input  internal state variable

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       PulseGen  [in src/user/pulsegen.c]

Classes:        device

Actions:        PROCESS  RESET

Messages:       INPUT "gate/trig"   (0 = low, non-0 = high)
                LEVEL pulse# level
                WIDTH pulse# width
                DELAY pulse# delay

------------------------------------------------------------------------------

Notes:

This device can generate a variety of pulse patterns:  single pulses, double
pulses (each with its own level and width), and pulse trains (of single
pulses or pairs).  It can be triggered, gated, or allowed to free run.

In combination with a spikegen object, it can be used to generate bursts of
spikes for use as synaptic input.  (See Scripts/neuron/inputs.g.)

The following diagram illustrates the relationships between the fields:

                      +-----------------+ level1
  trigger             |                 |
     |                |                 |        +-------------+ level2
     |                |                 |        |             |
     V                |                 |        |             |
     +--- baselevel --+                 +--------+             +----

     <---- delay1 ----><---- width1 ---->         <-- width2 -->
                       <--------- delay2 -------->
If delay2 <= width1, then level2 starts imediately after the end of the
pulse at level1.  This means that if delay2, width2 and level2 are not set
and remain at their default values of 0, there will be only one type of
pulse.  It will repeat after a time delay1 after the end of the pulse
(free run mode) or a time delay1 after it is triggered (trigger or gate
mode).

Example:        Scripts/examples/pulsegen/PulseGenDemo.g

See also:       

26.50 randomspike

Object Type:    randomspike

Description:    place a random event into the buffer

Author:         M. Wilson, Caltech 6/88, Dave Bilitch 1/94

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  Randomspike_type  [src/newconn/newconn_struct.h]

Size:           100 bytes

Fields:         min_amp         minimum amplitude of event
                max_amp         maximum amplitude of event
                rate            rate of generation of events
                reset           flag for whether to reset after each event
                reset_value     what to reset state to
                state           current state of object
                abs_refract     minimum time between events

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       RandomEvent  [in src/newconn/randomspike.c]

Classes:        buffer

Actions:        INIT
                RESET
                PROCESS

Messages:       RATE    rate
                MINMAX  min max

------------------------------------------------------------------------------

Notes:          Generates a time series of events at a rate given by the rate
                parameter. The probability of an event for a single time step
                is given by rate*dt where dt is the clock rate of the
                element.  However, no event will be generated at a time less
                than abs_refract.  When an event has been generated, the
                amplitude of the event is a random variable uniformly
                distributed between min_amp and max_amp.  The state field
                has the value of the event amplitude if an event has been
                generated. If an event is not generated then the value of
                the state field depends on the reset field.  If reset is
                non-zero then the state is takes on the value given in
                reset_value. Otherwise the state will behave like a latch
                containing the amplitude of the previous event.

Example:        Scripts/tutorials/tutorial4.g

See also:       

26.51 reac

Object Type:    reac

Description:    Chemical reaction object. Works with pools to provide kf and
                kb. Reacs calculate the changes in concs for each pool hooked
                into them. The pool is responsible for adding up all the
                up and down changes resulting from various reactions it is
                involved in. Each reac can handle any number of substrates
                and products, though reactions of order greater than 2 are
                rare. Any number of reacs can be hooked up to a given pool.

                The generic reaction scheme is:
                                        kf
                Substrate1 + S2 + ..  <----> Prd1 + Prd2 + ...
                                        kb

Author:         U. S. Bhalla, National Centre for Biological Sciences,
                Bangalore, India. (1996).

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  reac_type  [in src/kinetics/kin_struct.h]

Size:           bytes

Fields:         kf                      Forward rate constant. Units depend
                                        on the order of the reaction, ie,
                                        the number of molecules on the
                                        left hand side. First
                                        order is sec^-1, second order is
                                        sec^-1.num^-1, etc.
                kb                      Backward rate constant. Units depend
                                        on the number of molecules on the
                                        right hand side, in a similar way.
                A, B                    Internal state variables, used to
                                        communicate with pools. A represents
                                        increase in the pool n, B is the
                                        decrease.

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       ReacFunc  [in src/kinetics/reac.c]

Classes:        segment

Actions:        PROCESS
                RESET
                SET

Messages:       SUBSTRATE       n       [Number of molecules in substrate pool]
                PRODUCT         n       [Number of molecules in product pool]
                KF              kf      [Forward rate constant]
                KB              kb      [Backward rate constant]

------------------------------------------------------------------------------

Notes:          See pool documentation for complete example.

------------------------------------------------------------------------------

26.52 receptor

Object Type:    receptor

Description:    takes the weighted sum of up to 10 odors to determine membraneesenting n
         P>
Object Type:    pulsegen

Description:    General purpose pulse generator

Author:         M. Nelson, Caltech (4/89)

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  pulsegen_type  [in src/user/user_struct.h]

Size:           120 bytes

Fields:         level1          level of pulse1
                width1          width of pulse1
                delay1          delay of pulse1
                                  (wrt ext. input - trig or gate mode)
                                  (wrt pulse2     - free run mode)
                level2          level of pulse2
                width2          width of pulse2
                delay2          delay of pulse2 (wrt pulse1)
                baselevel       baseline level
                trig_mode       flag: 0=free run, 1=ext. trig, 2=ext. gate
                output          output
                trig_time       internal state variable
                previous_input  internal state variable

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       PulseGen  [in src/user/pulsegen.c]

Classes:        device

Actions:        PROCESS  RESET

Messages:       INPUT "gate/trig"   (0 = low, non-0 = high)
                LEVEL pulse# level
                WIDTH pulse# width
                DELAY pulse# delay

------------------------------------------------------------------------------

Notes:

This device can generate a variety of pulse patterns:  single pulses, double
pulses (each with its own level and width), and pulse trains (of single
pulses or pairs).  It can be triggered, gated, or allowed to free run.

In combination with a spikegen object, it can be used to generate bursts of
spikes for use as synaptic input.  (See Scripts/neuron/inputs.g.)

The following diagram illustrates the relationships between the fields:

                      +-----------------+ level1
  trigger             |                 |
     |                |                 |        +-------------+ level2
     |                |                 |        |             |
     V                |                 |        |             |
     +--- baselevel --+                 +--------+             +----

     <---- delay1 ----><---- width1 ---->         <-- width2 -->
                       <--------- delay2 -------->
If delay2 <= width1, then level2 starts imediately after the end of the
pulse at level1.  This means that if delay2, width2 and level2 are not set
and remain at their default values of 0, there will be only one type of
pulse.  It will repeat after a time delay1 after the end of the pulse
(free run mode) or a time delay1 after it is triggered (trigger or gate
mode).

Example:        Scripts/examples/pulsegen/PulseGenDemo.g

See also:       

26.50 randomspike

Object Type:    randomspike

Description:    place a random event into the buffer

Author:         M. Wilson, Caltech 6/88, Dave Bilitch 1/94

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  Randomspike_type  [src/newconn/newconn_struct.h]

Size:           100 bytes

Fields:         min_amp         minimum amplitude of event
                max_amp         maximum amplitude of event
                rate            rate of generation of events
                reset           flag for whether to reset after each event
                reset_value     what to reset state to
                state           current state of object
                abs_refract     minimum time between events

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       RandomEvent  [in src/newconn/randomspike.c]

Classes:        buffer

Actions:        INIT
                RESET
                PROCESS

Messages:       RATE    rate
                MINMAX  min max

------------------------------------------------------------------------------

Notes:          Generates a time series of events at a rate given by the rate
                parameter. The probability of an event for a single time step
                is given by rate*dt where dt is the clock rate of the
                element.  However, no event will be generated at a time less
                than abs_refract.  When an event has been generated, the
                amplitude of the event is a random variable uniformly
                distributed between min_amp and max_amp.  The state field
                has the value of the event amplitude if an event has been
                generated. If an event is not generated then the value of
                the state field depends on the reset field.  If reset is
                non-zero then the state is takes on the value given in
                reset_value. Otherwise the state will behave like a latch
                containing the amplitude of the previous event.

Example:        Scripts/tutorials/tutorial4.g

See also:       

26.51 reac

Object Type:    reac

Description:    Chemical reaction object. Works with pools to provide kf and
                kb. Reacs calculate the changes in concs for each pool hooked
                into them. The pool is responsible for adding up all the
                up and down changes resulting from various reactions it is
                involved in. Each reac can handle any number of substrates
                and products, though reactions of order greater than 2 are
                rare. Any number of reacs can be hooked up to a given pool.

                The generic reaction scheme is:
                                        kf
                Substrate1 + S2 + ..  <----> Prd1 + Prd2 + ...
                                        kb

Author:         U. S. Bhalla, National Centre for Biological Sciences,
                Bangalore, India. (1996).

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  reac_type  [in src/kinetics/kin_struct.h]

Size:           bytes

Fields:         kf                      Forward rate constant. Units depend
                                        on the order of the reaction, ie,
                                        the number of molecules on the
                                        left hand side. First
                                        order is sec^-1, second order is
                                        sec^-1.num^-1, etc.
                kb                      Backward rate constant. Units depend
                                        on the number of molecules on the
                                        right hand side, in a similar way.
                A, B                    Internal state variables, used to
                                        communicate with pools. A represents
                                        increase in the pool n, B is the
                                        decrease.

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       ReacFunc  [in src/kinetics/reac.c]

Classes:        segment

Actions:        PROCESS
                RESET
                SET

Messages:       SUBSTRATE       n       [Number of molecules in substrate pool]
                PRODUCT         n       [Number of molecules in product pool]
                KF              kf      [Forward rate constant]
                KB              kb      [Backward rate constant]

------------------------------------------------------------------------------

Notes:          See pool documentation for complete example.

------------------------------------------------------------------------------

26.52 receptor

Object Type:    receptor

Description:    takes the weighted sum of up to 10 odors to determine membraneesenting n
         P>
Object Type:    pulsegen

Description:    General purpose pulse generator

Author:         M. Nelson, Caltech (4/89)

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  pulsegen_type  [in src/user/user_struct.h]

Size:           120 bytes

Fields:         level1          level of pulse1
                width1          width of pulse1
                delay1          delay of pulse1
                                  (wrt ext. input - trig or gate mode)
                                  (wrt pulse2     - free run mode)
                level2          level of pulse2
                width2          width of pulse2
                delay2          delay of pulse2 (wrt pulse1)
                baselevel       baseline level
                trig_mode       flag: 0=free run, 1=ext. trig, 2=ext. gate
                output          output
                trig_time       internal state variable
                previous_input  internal state variable

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       PulseGen  [in src/user/pulsegen.c]

Classes:        device

Actions:        PROCESS  RESET

Messages:       INPUT "gate/trig"   (0 = low, non-0 = high)
                LEVEL pulse# level
                WIDTH pulse# width
                DELAY pulse# delay

------------------------------------------------------------------------------

Notes:

This device can generate a variety of pulse patterns:  single pulses, double
pulses (each with its own level and width), and pulse trains (of single
pulses or pairs).  It can be triggered, gated, or allowed to free run.

In combination with a spikegen object, it can be used to generate bursts of
spikes for use as synaptic input.  (See Scripts/neuron/inputs.g.)

The following diagram illustrates the relationships between the fields:

                      +-----------------+ level1
  trigger             |                 |
     |                |                 |        +-------------+ level2
     |                |                 |        |             |
     V                |                 |        |             |
     +--- baselevel --+                 +--------+             +----

     <---- delay1 ----><---- width1 ---->         <-- width2 -->
                       <--------- delay2 -------->
If delay2 <= width1, then level2 starts imediately after the end of the
pulse at level1.  This means that if delay2, width2 and level2 are not set
and remain at their default values of 0, there will be only one type of
pulse.  It will repeat after a time delay1 after the end of the pulse
(free run mode) or a time delay1 after it is triggered (trigger or gate
mode).

Example:        Scripts/examples/pulsegen/PulseGenDemo.g

See also:       

26.50 randomspike

Object Type:    randomspike

Description:    place a random event into the buffer

Author:         M. Wilson, Caltech 6/88, Dave Bilitch 1/94

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  Randomspike_type  [src/newconn/newconn_struct.h]

Size:           100 bytes

Fields:         min_amp         minimum amplitude of event
                max_amp         maximum amplitude of event
                rate            rate of generation of events
                reset           flag for whether to reset after each event
                reset_value     what to reset state to
                state           current state of object
                abs_refract     minimum time between events

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       RandomEvent  [in src/newconn/randomspike.c]

Classes:        buffer

Actions:        INIT
                RESET
                PROCESS

Messages:       RATE    rate
                MINMAX  min max

------------------------------------------------------------------------------

Notes:          Generates a time series of events at a rate given by the rate
                parameter. The probability of an event for a single time step
                is given by rate*dt where dt is the clock rate of the
                element.  However, no event will be generated at a time less
                than abs_refract.  When an event has been generated, the
                amplitude of the event is a random variable uniformly
                distributed between min_amp and max_amp.  The state field
                has the value of the event amplitude if an event has been
                generated. If an event is not generated then the value of
                the state field depends on the reset field.  If reset is
                non-zero then the state is takes on the value given in
                reset_value. Otherwise the state will behave like a latch
                containing the amplitude of the previous event.

Example:        Scripts/tutorials/tutorial4.g

See also:       

26.51 reac

Object Type:    reac

Description:    Chemical reaction object. Works with pools to provide kf and
                kb. Reacs calculate the changes in concs for each pool hooked
                into them. The pool is responsible for adding up all the
                up and down changes resulting from various reactions it is
                involved in. Each reac can handle any number of substrates
                and products, though reactions of order greater than 2 are
                rare. Any number of reacs can be hooked up to a given pool.

                The generic reaction scheme is:
                                        kf
                Substrate1 + S2 + ..  <----> Prd1 + Prd2 + ...
                                        kb

Author:         U. S. Bhalla, National Centre for Biological Sciences,
                Bangalore, India. (1996).

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  reac_type  [in src/kinetics/kin_struct.h]

Size:           bytes

Fields:         kf                      Forward rate constant. Units depend
                                        on the order of the reaction, ie,
                                        the number of molecules on the
                                        left hand side. First
                                        order is sec^-1, second order is
                                        sec^-1.num^-1, etc.
                kb                      Backward rate constant. Units depend
                                        on the number of molecules on the
                                        right hand side, in a similar way.
                A, B                    Internal state variables, used to
                                        communicate with pools. A represents
                                        increase in the pool n, B is the
                                        decrease.

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       ReacFunc  [in src/kinetics/reac.c]

Classes:        segment

Actions:        PROCESS
                RESET
                SET

Messages:       SUBSTRATE       n       [Number of molecules in substrate pool]
                PRODUCT         n       [Number of molecules in product pool]
                KF              kf      [Forward rate constant]
                KB              kb      [Backward rate constant]

------------------------------------------------------------------------------

Notes:          See pool documentation for complete example.

------------------------------------------------------------------------------

26.52 receptor

Object Type:    receptor

Description:    takes the weighted sum of up to 10 odors to determine membraneesenting n
         P>
Object Type:    pulsegen

Description:    General purpose pulse generator

Author:         M. Nelson, Caltech (4/89)

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  pulsegen_type  [in src/user/user_struct.h]

Size:           120 bytes

Fields:         level1          level of pulse1
                width1          width of pulse1
                delay1          delay of pulse1
                                  (wrt ext. input - trig or gate mode)
                                  (wrt pulse2     - free run mode)
                level2          level of pulse2
                width2          width of pulse2
                delay2          delay of pulse2 (wrt pulse1)
                baselevel       baseline level
                trig_mode       flag: 0=free run, 1=ext. trig, 2=ext. gate
                output          output
                trig_time       internal state variable
                previous_input  internal state variable

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       PulseGen  [in src/user/pulsegen.c]

Classes:        device

Actions:        PROCESS  RESET

Messages:       INPUT "gate/trig"   (0 = low, non-0 = high)
                LEVEL pulse# level
                WIDTH pulse# width
                DELAY pulse# delay

------------------------------------------------------------------------------

Notes:

This device can generate a variety of pulse patterns:  single pulses, double
pulses (each with its own level and width), and pulse trains (of single
pulses or pairs).  It can be triggered, gated, or allowed to free run.

In combination with a spikegen object, it can be used to generate bursts of
spikes for use as synaptic input.  (See Scripts/neuron/inputs.g.)

The following diagram illustrates the relationships between the fields:

                      +-----------------+ level1
  trigger             |                 |
     |                |                 |        +-------------+ level2
     |                |                 |        |             |
     V                |                 |        |             |
     +--- baselevel --+                 +--------+             +----

     <---- delay1 ----><---- width1 ---->         <-- width2 -->
                       <--------- delay2 -------->
If delay2 <= width1, then level2 starts imediately after the end of the
pulse at level1.  This means that if delay2, width2 and level2 are not set
and remain at their default values of 0, there will be only one type of
pulse.  It will repeat after a time delay1 after the end of the pulse
(free run mode) or a time delay1 after it is triggered (trigger or gate
mode).

Example:        Scripts/examples/pulsegen/PulseGenDemo.g

See also:       

26.50 randomspike

Object Type:    randomspike

Description:    place a random event into the buffer

Author:         M. Wilson, Caltech 6/88, Dave Bilitch 1/94

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  Randomspike_type  [src/newconn/newconn_struct.h]

Size:           100 bytes

Fields:         min_amp         minimum amplitude of event
                max_amp         maximum amplitude of event
                rate            rate of generation of events
                reset           flag for whether to reset after each event
                reset_value     what to reset state to
                state           current state of object
                abs_refract     minimum time between events

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       RandomEvent  [in src/newconn/randomspike.c]

Classes:        buffer

Actions:        INIT
                RESET
                PROCESS

Messages:       RATE    rate
                MINMAX  min max

------------------------------------------------------------------------------

Notes:          Generates a time series of events at a rate given by the rate
                parameter. The probability of an event for a single time step
                is given by rate*dt where dt is the clock rate of the
                element.  However, no event will be generated at a time less
                than abs_refract.  When an event has been generated, the
                amplitude of the event is a random variable uniformly
                distributed between min_amp and max_amp.  The state field
                has the value of the event amplitude if an event has been
                generated. If an event is not generated then the value of
                the state field depends on the reset field.  If reset is
                non-zero then the state is takes on the value given in
                reset_value. Otherwise the state will behave like a latch
                containing the amplitude of the previous event.

Example:        Scripts/tutorials/tutorial4.g

See also:       

26.51 reac

Object Type:    reac

Description:    Chemical reaction object. Works with pools to provide kf and
                kb. Reacs calculate the changes in concs for each pool hooked
                into them. The pool is responsible for adding up all the
                up and down changes resulting from various reactions it is
                involved in. Each reac can handle any number of substrates
                and products, though reactions of order greater than 2 are
                rare. Any number of reacs can be hooked up to a given pool.

                The generic reaction scheme is:
                                        kf
                Substrate1 + S2 + ..  <----> Prd1 + Prd2 + ...
                                        kb

Author:         U. S. Bhalla, National Centre for Biological Sciences,
                Bangalore, India. (1996).

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  reac_type  [in src/kinetics/kin_struct.h]

Size:           bytes

Fields:         kf                      Forward rate constant. Units depend
                                        on the order of the reaction, ie,
                                        the number of molecules on the
                                        left hand side. First
                                        order is sec^-1, second order is
                                        sec^-1.num^-1, etc.
                kb                      Backward rate constant. Units depend
                                        on the number of molecules on the
                                        right hand side, in a similar way.
                A, B                    Internal state variables, used to
                                        communicate with pools. A represents
                                        increase in the pool n, B is the
                                        decrease.

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       ReacFunc  [in src/kinetics/reac.c]

Classes:        segment

Actions:        PROCESS
                RESET
                SET

Messages:       SUBSTRATE       n       [Number of molecules in substrate pool]
                PRODUCT         n       [Number of molecules in product pool]
                KF              kf      [Forward rate constant]
                KB              kb      [Backward rate constant]

------------------------------------------------------------------------------

Notes:          See pool documentation for complete example.

------------------------------------------------------------------------------

26.52 receptor

Object Type:    receptor

Description:    takes the weighted sum of up to 10 odors to determine membraneesenting n
         P>
Object Type:    pulsegen

Description:    General purpose pulse generator

Author:         M. Nelson, Caltech (4/89)

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  pulsegen_type  [in src/user/user_struct.h]

Size:           120 bytes

Fields:         level1          level of pulse1
                width1          width of pulse1
                delay1          delay of pulse1
                                  (wrt ext. input - trig or gate mode)
                                  (wrt pulse2     - free run mode)
                level2          level of pulse2
                width2          width of pulse2
                delay2          delay of pulse2 (wrt pulse1)
                baselevel       baseline level
                trig_mode       flag: 0=free run, 1=ext. trig, 2=ext. gate
                output          output
                trig_time       internal state variable
                previous_input  internal state variable

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       PulseGen  [in src/user/pulsegen.c]

Classes:        device

Actions:        PROCESS  RESET

Messages:       INPUT "gate/trig"   (0 = low, non-0 = high)
                LEVEL pulse# level
                WIDTH pulse# width
                DELAY pulse# delay

------------------------------------------------------------------------------

Notes:

This device can generate a variety of pulse patterns:  single pulses, double
pulses (each with its own level and width), and pulse trains (of single
pulses or pairs).  It can be triggered, gated, or allowed to free run.

In combination with a spikegen object, it can be used to generate bursts of
spikes for use as synaptic input.  (See Scripts/neuron/inputs.g.)

The following diagram illustrates the relationships between the fields:

                      +-----------------+ level1
  trigger             |                 |
     |                |                 |        +-------------+ level2
     |                |                 |        |             |
     V                |                 |        |             |
     +--- baselevel --+                 +--------+             +----

     <---- delay1 ----><---- width1 ---->         <-- width2 -->
                       <--------- delay2 -------->
If delay2 <= width1, then level2 starts imediately after the end of the
pulse at level1.  This means that if delay2, width2 and level2 are not set
and remain at their default values of 0, there will be only one type of
pulse.  It will repeat after a time delay1 after the end of the pulse
(free run mode) or a time delay1 after it is triggered (trigger or gate
mode).

Example:        Scripts/examples/pulsegen/PulseGenDemo.g

See also:       

26.50 randomspike

Object Type:    randomspike

Description:    place a random event into the buffer

Author:         M. Wilson, Caltech 6/88, Dave Bilitch 1/94

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  Randomspike_type  [src/newconn/newconn_struct.h]

Size:           100 bytes

Fields:         min_amp         minimum amplitude of event
                max_amp         maximum amplitude of event
                rate            rate of generation of events
                reset           flag for whether to reset after each event
                reset_value     what to reset state to
                state           current state of object
                abs_refract     minimum time between events

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       RandomEvent  [in src/newconn/randomspike.c]

Classes:        buffer

Actions:        INIT
                RESET
                PROCESS

Messages:       RATE    rate
                MINMAX  min max

------------------------------------------------------------------------------

Notes:          Generates a time series of events at a rate given by the rate
                parameter. The probability of an event for a single time step
                is given by rate*dt where dt is the clock rate of the
                element.  However, no event will be generated at a time less
                than abs_refract.  When an event has been generated, the
                amplitude of the event is a random variable uniformly
                distributed between min_amp and max_amp.  The state field
                has the value of the event amplitude if an event has been
                generated. If an event is not generated then the value of
                the state field depends on the reset field.  If reset is
                non-zero then the state is takes on the value given in
                reset_value. Otherwise the state will behave like a latch
                containing the amplitude of the previous event.

Example:        Scripts/tutorials/tutorial4.g

See also:       

26.51 reac

Object Type:    reac

Description:    Chemical reaction object. Works with pools to provide kf and
                kb. Reacs calculate the changes in concs for each pool hooked
                into them. The pool is responsible for adding up all the
                up and down changes resulting from various reactions it is
                involved in. Each reac can handle any number of substrates
                and products, though reactions of order greater than 2 are
                rare. Any number of reacs can be hooked up to a given pool.

                The generic reaction scheme is:
                                        kf
                Substrate1 + S2 + ..  <----> Prd1 + Prd2 + ...
                                        kb

Author:         U. S. Bhalla, National Centre for Biological Sciences,
                Bangalore, India. (1996).

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  reac_type  [in src/kinetics/kin_struct.h]

Size:           bytes

Fields:         kf                      Forward rate constant. Units depend
                                        on the order of the reaction, ie,
                                        the number of molecules on the
                                        left hand side. First
                                        order is sec^-1, second order is
                                        sec^-1.num^-1, etc.
                kb                      Backward rate constant. Units depend
                                        on the number of molecules on the
                                        right hand side, in a similar way.
                A, B                    Internal state variables, used to
                                        communicate with pools. A represents
                                        increase in the pool n, B is the
                                        decrease.

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       ReacFunc  [in src/kinetics/reac.c]

Classes:        segment

Actions:        PROCESS
                RESET
                SET

Messages:       SUBSTRATE       n       [Number of molecules in substrate pool]
                PRODUCT         n       [Number of molecules in product pool]
                KF              kf      [Forward rate constant]
                KB              kb      [Backward rate constant]

------------------------------------------------------------------------------

Notes:          See pool documentation for complete example.

------------------------------------------------------------------------------

26.52 receptor

Object Type:    receptor

Description:    takes the weighted sum of up to 10 odors to determine membraneesenting n
         P>
Object Type:    pulsegen

Description:    General purpose pulse generator

Author:         M. Nelson, Caltech (4/89)

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  pulsegen_type  [in src/user/user_struct.h]

Size:           120 bytes

Fields:         level1          level of pulse1
                width1          width of pulse1
                delay1          delay of pulse1
                                  (wrt ext. input - trig or gate mode)
                                  (wrt pulse2     - free run mode)
                level2          level of pulse2
                width2          width of pulse2
                delay2          delay of pulse2 (wrt pulse1)
                baselevel       baseline level
                trig_mode       flag: 0=free run, 1=ext. trig, 2=ext. gate
                output          output
                trig_time       internal state variable
                previous_input  internal state variable

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       PulseGen  [in src/user/pulsegen.c]

Classes:        device

Actions:        PROCESS  RESET

Messages:       INPUT "gate/trig"   (0 = low, non-0 = high)
                LEVEL pulse# level
                WIDTH pulse# width
                DELAY pulse# delay

------------------------------------------------------------------------------

Notes:

This device can generate a variety of pulse patterns:  single pulses, double
pulses (each with its own level and width), and pulse trains (of single
pulses or pairs).  It can be triggered, gated, or allowed to free run.

In combination with a spikegen object, it can be used to generate bursts of
spikes for use as synaptic input.  (See Scripts/neuron/inputs.g.)

The following diagram illustrates the relationships between the fields:

                      +-----------------+ level1
  trigger             |                 |
     |                |                 |        +-------------+ level2
     |                |                 |        |             |
     V                |                 |        |             |
     +--- baselevel --+                 +--------+             +----

     <---- delay1 ----><---- width1 ---->         <-- width2 -->
                       <--------- delay2 -------->
If delay2 <= width1, then level2 starts imediately after the end of the
pulse at level1.  This means that if delay2, width2 and level2 are not set
and remain at their default values of 0, there will be only one type of
pulse.  It will repeat after a time delay1 after the end of the pulse
(free run mode) or a time delay1 after it is triggered (trigger or gate
mode).

Example:        Scripts/examples/pulsegen/PulseGenDemo.g

See also:       

26.50 randomspike

Object Type:    randomspike

Description:    place a random event into the buffer

Author:         M. Wilson, Caltech 6/88, Dave Bilitch 1/94

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  Randomspike_type  [src/newconn/newconn_struct.h]

Size:           100 bytes

Fields:         min_amp         minimum amplitude of event
                max_amp         maximum amplitude of event
                rate            rate of generation of events
                reset           flag for whether to reset after each event
                reset_value     what to reset state to
                state           current state of object
                abs_refract     minimum time between events

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       RandomEvent  [in src/newconn/randomspike.c]

Classes:        buffer

Actions:        INIT
                RESET
                PROCESS

Messages:       RATE    rate
                MINMAX  min max

------------------------------------------------------------------------------

Notes:          Generates a time series of events at a rate given by the rate
                parameter. The probability of an event for a single time step
                is given by rate*dt where dt is the clock rate of the
                element.  However, no event will be generated at a time less
                than abs_refract.  When an event has been generated, the
                amplitude of the event is a random variable uniformly
                distributed between min_amp and max_amp.  The state field
                has the value of the event amplitude if an event has been
                generated. If an event is not generated then the value of
                the state field depends on the reset field.  If reset is
                non-zero then the state is takes on the value given in
                reset_value. Otherwise the state will behave like a latch
                containing the amplitude of the previous event.

Example:        Scripts/tutorials/tutorial4.g

See also:       

26.51 reac

Object Type:    reac

Description:    Chemical reaction object. Works with pools to provide kf and
                kb. Reacs calculate the changes in concs for each pool hooked
                into them. The pool is responsible for adding up all the
                up and down changes resulting from various reactions it is
                involved in. Each reac can handle any number of substrates
                and products, though reactions of order greater than 2 are
                rare. Any number of reacs can be hooked up to a given pool.

                The generic reaction scheme is:
                                        kf
                Substrate1 + S2 + ..  <----> Prd1 + Prd2 + ...
                                        kb

Author:         U. S. Bhalla, National Centre for Biological Sciences,
                Bangalore, India. (1996).

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  reac_type  [in src/kinetics/kin_struct.h]

Size:           bytes

Fields:         kf                      Forward rate constant. Units depend
                                        on the order of the reaction, ie,
                                        the number of molecules on the
                                        left hand side. First
                                        order is sec^-1, second order is
                                        sec^-1.num^-1, etc.
                kb                      Backward rate constant. Units depend
                                        on the number of molecules on the
                                        right hand side, in a similar way.
                A, B                    Internal state variables, used to
                                        communicate with pools. A represents
                                        increase in the pool n, B is the
                                        decrease.

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       ReacFunc  [in src/kinetics/reac.c]

Classes:        segment

Actions:        PROCESS
                RESET
                SET

Messages:       SUBSTRATE       n       [Number of molecules in substrate pool]
                PRODUCT         n       [Number of molecules in product pool]
                KF              kf      [Forward rate constant]
                KB              kb      [Backward rate constant]

------------------------------------------------------------------------------

Notes:          See pool documentation for complete example.

------------------------------------------------------------------------------

26.52 receptor

Object Type:    receptor

Description:    takes the weighted sum of up to 10 odors to determine membraneesenting n
         P>
Object Type:    pulsegen

Description:    General purpose pulse generator

Author:         M. Nelson, Caltech (4/89)

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  pulsegen_type  [in src/user/user_struct.h]

Size:           120 bytes

Fields:         level1          level of pulse1
                width1          width of pulse1
                delay1          delay of pulse1
                                  (wrt ext. input - trig or gate mode)
                                  (wrt pulse2     - free run mode)
                level2          level of pulse2
                width2          width of pulse2
                delay2          delay of pulse2 (wrt pulse1)
                baselevel       baseline level
                trig_mode       flag: 0=free run, 1=ext. trig, 2=ext. gate
                output          output
                trig_time       internal state variable
                previous_input  internal state variable

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       PulseGen  [in src/user/pulsegen.c]

Classes:        device

Actions:        PROCESS  RESET

Messages:       INPUT "gate/trig"   (0 = low, non-0 = high)
                LEVEL pulse# level
                WIDTH pulse# width
                DELAY pulse# delay

------------------------------------------------------------------------------

Notes:

This device can generate a variety of pulse patterns:  single pulses, double
pulses (each with its own level and width), and pulse trains (of single
pulses or pairs).  It can be triggered, gated, or allowed to free run.

In combination with a spikegen object, it can be used to generate bursts of
spikes for use as synaptic input.  (See Scripts/neuron/inputs.g.)

The following diagram illustrates the relationships between the fields:

                      +-----------------+ level1
  trigger             |                 |
     |                |                 |        +-------------+ level2
     |                |                 |        |             |
     V                |                 |        |             |
     +--- baselevel --+                 +--------+             +----

     <---- delay1 ----><---- width1 ---->         <-- width2 -->
                       <--------- delay2 -------->
If delay2 <= width1, then level2 starts imediately after the end of the
pulse at level1.  This means that if delay2, width2 and level2 are not set
and remain at their default values of 0, there will be only one type of
pulse.  It will repeat after a time delay1 after the end of the pulse
(free run mode) or a time delay1 after it is triggered (trigger or gate
mode).

Example:        Scripts/examples/pulsegen/PulseGenDemo.g

See also:       

26.50 randomspike

Object Type:    randomspike

Description:    place a random event into the buffer

Author:         M. Wilson, Caltech 6/88, Dave Bilitch 1/94

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  Randomspike_type  [src/newconn/newconn_struct.h]

Size:           100 bytes

Fields:         min_amp         minimum amplitude of event
                max_amp         maximum amplitude of event
                rate            rate of generation of events
                reset           flag for whether to reset after each event
                reset_value     what to reset state to
                state           current state of object
                abs_refract     minimum time between events

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       RandomEvent  [in src/newconn/randomspike.c]

Classes:        buffer

Actions:        INIT
                RESET
                PROCESS

Messages:       RATE    rate
                MINMAX  min max

------------------------------------------------------------------------------

Notes:          Generates a time series of events at a rate given by the rate
                parameter. The probability of an event for a single time step
                is given by rate*dt where dt is the clock rate of the
                element.  However, no event will be generated at a time less
                than abs_refract.  When an event has been generated, the
                amplitude of the event is a random variable uniformly
                distributed between min_amp and max_amp.  The state field
                has the value of the event amplitude if an event has been
                generated. If an event is not generated then the value of
                the state field depends on the reset field.  If reset is
                non-zero then the state is takes on the value given in
                reset_value. Otherwise the state will behave like a latch
                containing the amplitude of the previous event.

Example:        Scripts/tutorials/tutorial4.g

See also:       

26.51 reac

Object Type:    reac

Description:    Chemical reaction object. Works with pools to provide kf and
                kb. Reacs calculate the changes in concs for each pool hooked
                into them. The pool is responsible for adding up all the
                up and down changes resulting from various reactions it is
                involved in. Each reac can handle any number of substrates
                and products, though reactions of order greater than 2 are
                rare. Any number of reacs can be hooked up to a given pool.

                The generic reaction scheme is:
                                        kf
                Substrate1 + S2 + ..  <----> Prd1 + Prd2 + ...
                                        kb

Author:         U. S. Bhalla, National Centre for Biological Sciences,
                Bangalore, India. (1996).

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  reac_type  [in src/kinetics/kin_struct.h]

Size:           bytes

Fields:         kf                      Forward rate constant. Units depend
                                        on the order of the reaction, ie,
                                        the number of molecules on the
                                        left hand side. First
                                        order is sec^-1, second order is
                                        sec^-1.num^-1, etc.
                kb                      Backward rate constant. Units depend
                                        on the number of molecules on the
                                        right hand side, in a similar way.
                A, B                    Internal state variables, used to
                                        communicate with pools. A represents
                                        increase in the pool n, B is the
                                        decrease.

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       ReacFunc  [in src/kinetics/reac.c]

Classes:        segment

Actions:        PROCESS
                RESET
                SET

Messages:       SUBSTRATE       n       [Number of molecules in substrate pool]
                PRODUCT         n       [Number of molecules in product pool]
                KF              kf      [Forward rate constant]
                KB              kb      [Backward rate constant]

------------------------------------------------------------------------------

Notes:          See pool documentation for complete example.

------------------------------------------------------------------------------

26.52 receptor

Object Type:    receptor

Description:    takes the weighted sum of up to 10 odors to determine membraneesenting n
         P>
Object Type:    pulsegen

Description:    General purpose pulse generator

Author:         M. Nelson, Caltech (4/89)

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  pulsegen_type  [in src/user/user_struct.h]

Size:           120 bytes

Fields:         level1          level of pulse1
                width1          width of pulse1
                delay1          delay of pulse1
                                  (wrt ext. input - trig or gate mode)
                                  (wrt pulse2     - free run mode)
                level2          level of pulse2
                width2          width of pulse2
                delay2          delay of pulse2 (wrt pulse1)
                baselevel       baseline level
                trig_mode       flag: 0=free run, 1=ext. trig, 2=ext. gate
                output          output
                trig_time       internal state variable
                previous_input  internal state variable

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       PulseGen  [in src/user/pulsegen.c]

Classes:        device

Actions:        PROCESS  RESET

Messages:       INPUT "gate/trig"   (0 = low, non-0 = high)
                LEVEL pulse# level
                WIDTH pulse# width
                DELAY pulse# delay

------------------------------------------------------------------------------

Notes:

This device can generate a variety of pulse patterns:  single pulses, double
pulses (each with its own level and width), and pulse trains (of single
pulses or pairs).  It can be triggered, gated, or allowed to free run.

In combination with a spikegen object, it can be used to generate bursts of
spikes for use as synaptic input.  (See Scripts/neuron/inputs.g.)

The following diagram illustrates the relationships between the fields:

                      +-----------------+ level1
  trigger             |                 |
     |                |                 |        +-------------+ level2
     |                |                 |        |             |
     V                |                 |        |             |
     +--- baselevel --+                 +--------+             +----

     <---- delay1 ----><---- width1 ---->         <-- width2 -->
                       <--------- delay2 -------->
If delay2 <= width1, then level2 starts imediately after the end of the
pulse at level1.  This means that if delay2, width2 and level2 are not set
and remain at their default values of 0, there will be only one type of
pulse.  It will repeat after a time delay1 after the end of the pulse
(free run mode) or a time delay1 after it is triggered (trigger or gate
mode).

Example:        Scripts/examples/pulsegen/PulseGenDemo.g

See also:       

26.50 randomspike

Object Type:    randomspike

Description:    place a random event into the buffer

Author:         M. Wilson, Caltech 6/88, Dave Bilitch 1/94

------------------------------------------------------------------------------

ELEMENT PARAMETERS

DataStructure:  Randomspike_type  [src/newconn/newconn_struct.h]

Size:           100 bytes

Fields:         min_amp         minimum amplitude of event
                max_amp         maximum amplitude of event
                rate            rate of generation of events
                reset           flag for whether to reset after each event
                reset_value     what to reset state to
                state           current state of object
                abs_refract     minimum time between events

------------------------------------------------------------------------------

SIMULATION PARAMETERS

Function:       RandomEvent  [in src/newconn/randomspike.c]

Classes:        buffer

Actions:        INIT
                RESET
                PROCESS

Messages:       RATE    rate
                MINMAX  min max

------------------------------------------------------------------------------

Notes:          Generates a time series of events at a rate given by the rate
                parameter. The probability of an event for a single time step
                is given by rate*dt where dt is the clock rate of the
                element.  However, no event will be generated at a time less
                than abs_refract.  When an event has been generated, the
                amplitude of the event is a random variable uniformly
                distributed between min_amp and max_amp.  The state field
                has the value of the event amplitude if an event has been
                generated. If an event is not generated then the value of
                the state field depends on the reset field.  If reset is
                non-zero then the state is takes on the value given in
                reset_value. Otherwise the state will behave like a latch
                containing the amplitude of the previous event.

Example:        Scripts/tutorials/tutorial4.g

See also:       

26.51 reac

Object Type:    reac

Description:    Chemical reaction object. Works with pools to provide kf and
                kb. Reacs calculate the changes in concs for each pool hooked
                into them. The pool is responsible for adding up all the
                up and down changes resulting from various reactions it is
                involved in. Each reac can handle any number of substrates