Neuron parameters | | |
θ | Neuron stochastic threshold | 20 mV |
ρ0 | Neuron firing rate at threshold | 52 Hz |
ΔU | Width of spike trigger zone | 4 mV |
trefract | Refractory period | 2 ms |
ηreset | Reset kernel | |
Synapse parameters | | |
ε(s) | EPSP kernel | |
wini | Initial weight value | Uniformly distributed in [0.0025, 0.0225] |
wmax | Maximal weight value | 0.15 [−] |
Branch parameters | | |
β0 | Dendritic spike amplitude | 9 mV |
ϕdend | Dendritic spike threshold | 7 mV |
uini | Initial branch strength | 0.5 [−] |
upassive | Passive EPSP decay constant | 0.8 [−] |
Plasticity parameters | | |
η | Learning rate, pre-spike LTP | 0.004 mV−2 s−1 |
κ | Offset for pre-spike LTP | 1 mV |
A+ | STDP, LTP factor | 0.02 [−] |
A− | STDP, LTD factor | 0.01 [−] |
τ+ | STDP, LTP time constant | 16.8 ms |
τ− | STDP, LTD time constant | 33.7 ms |
ρ0LTP | STDP, rate dependency factor | 40 s−1 |
ϕ+ | Threshold for LTP induction | 17 mV |
ηbranch | Learning rate for BSP | 0.25 mV−1 s−1 |
ϕb | Target potential for BSP | 30 mV |
ϕstabilize | Threshold for adaptive learn rate | 16.5 mV |
ηstabilize | Adaptive learn-rate stabilization factor | 0.97 [−] |