iaf_psc_alpha
iaf_psc_alpha - Leaky integrate-and-fire neuron model
Description
iaf_psc_alpha is an implementation of a leaky integrate-and-fire model with alpha-function kernel synaptic currents. Thus, synaptic currents and the resulting post-synaptic potentials have a finite rise time.
The threshold crossing is followed by an absolute refractory period during which the membrane potential is clamped to the resting potential.
The general framework for the consistent formulation of systems with neuron like dynamics interacting by point events is described in [1]. A flow chart can be found in [2].
Critical tests for the formulation of the neuron model are the comparisons of simulation results for different computation step sizes.
The iaf_psc_alpha is the standard model used to check the consistency of the nest simulation kernel because it is at the same time complex enough to exhibit non-trivial dynamics and simple enough compute relevant measures analytically.
Note
If tau_m is very close to tau_syn_exc or tau_syn_inh, numerical problems may arise due to singularities in the propagator matrics. If this is the case, replace equal-valued parameters by a single parameter.
For details, please see IAF_neurons_singularity.ipynb
in
the NEST source code (docs/model_details
).
References
See also
iaf_psc_delta, iaf_psc_exp, iaf_cond_alpha
Parameters
Name |
Physical unit |
Default value |
Description |
---|---|---|---|
C_m |
pF |
250pF |
Capacitance of the membrane |
tau_m |
ms |
10ms |
Membrane time constant |
tau_syn_inh |
ms |
2ms |
Time constant of synaptic current |
tau_syn_exc |
ms |
2ms |
Time constant of synaptic current |
refr_T |
ms |
2ms |
Duration of refractory period |
E_L |
mV |
-70mV |
Resting potential |
V_reset |
mV |
-70mV |
Reset potential of the membrane |
V_th |
mV |
-55mV |
Spike threshold potential |
I_e |
pA |
0pA |
constant external input current |
State variables
Name |
Physical unit |
Default value |
Description |
---|---|---|---|
V_m |
mV |
E_L |
|
refr_t |
ms |
0ms |
Refractory period timer |
is_refractory |
boolean |
false |
Equations
Source code
The model source code can be found in the NESTML models repository here: iaf_psc_alpha.