Table 1.
Parameters used in simulations.
Symbol | Description | Value |
---|---|---|
N | Number of total neurons | {40, 80} |
Nin | Number of input neurons | {30, 60} |
Nout | Number of output neurons | 10 |
Erev | Reversal potential | 30 mV |
gL | Decay constant of neuron potential | 0.1 μS |
τg | Decay constant of synaptic conductances | 10 ms |
Vthr | Threshold potential for spike emission | 1 mV |
tref | Refractory period | 10 ms |
νin | Input firing rate | 10 Hz |
νtarg | Output target firing rate | {2, 20} Hz |
τminfacil | Facilitation time constant - minimum value | 1 ms |
τmaxfacil | Facilitation time constant - maximum value | 000 ms |
τminrec | Depression time constant - minimum value | 100 ms |
τmaxrec | Depression time constant - maximum value | 900 ms |
Umin | Synaptic utilization - minimum value | 0.05 |
Umax | Synaptic utilization - maximum value | 0.95 |
η | Fixed learning rate for U, τrec, τfacil | 0.1 |
A+2 | Amplitude of maximum weights change - pair term in Long-Term Potentiation | 4.6 × 10−3 |
A+3 | Amplitude of maximum weights change - triplet term in Long-Term Potentiation | 9.1 × 10−3 |
A−2 | Amplitude of maximum weights change - pair term in Long-Term Depression | 3.0 × 10−3 |
A−3 | Amplitude of maximum weights change - triplet term in Long-Term Depression | 7.5 × 10−9 |
τm1 | Decay constant of presynaptic indicator m1 | 16.8 ms |
τm2 | Decay constant of presynaptic indicator m2 | 575 ms |
τo1 | Decay constant of postsynaptic indicator o1 | 33.7 ms |
τo2 | Decay constant of postsynaptic indicator o2 | 47 ms |
Amin | Lower bound for maximum synaptic weights | 0.001 |
Amax | Higher bound for maximum synaptic weights | 1 |
γ | Learning rate for STDP and for STP-dependent Δw | {1, 2} |
dt | Discretization time step | 1 ms |
STDP parameters are as in the nearest-spike triplet-model, described in Pfister and Gerstner (2006).