Table 1:
Parameters for the clustered and homogeneous networks with N LIF neurons. In the clustered network, the intra-cluster potentiation parameter values were J+ = 5, 10, 20, 30, 40 for networks with N = 1, 2, 4, 6, 8 × 103 neurons, respectively. In the homogeneous network, J+=1.
Symbol | Description | Value |
---|---|---|
jEE | Mean E→E synaptic weight × | 1.1 mV |
jEI | Mean I→E synaptic weight × | 5.0 mV |
jIE | Mean E→I synaptic weight × | 1.4 mV |
jII | Mean I→I synaptic weight × | 6.7 mV |
jE0 | Mean afferent synaptic weights to E neurons × | 5.8 mV |
jI0 | Mean afferent synaptic weights to I neurons × | 5.2 mV |
J+ | Potentiated intra-cluster E→E weights factor | see caption |
Average afferent rate to E neurons (baseline) | 7 spks/s | |
Average afferent rate to I neurons (baseline) | 7 spks/s | |
E neuron threshold potential | 3.9 mV | |
I neuron threshold potential | 4.0 mV | |
Vreset | E and I neurons reset potential | 0 mV |
τm | E and I membrane time constant | 20 ms |
τref | Absolute refractory period | 5 ms |
τsyn | E and I synaptic time constant | 4 ms |
nbg | Background neurons fraction | 10% |
Nc | Average cluster size | 100 neurons |