A recurrent network of 200 Hodgkin-Huxley neurons with STDP and stochastic synapses sustains sparse irregular firing for up to 1800 seconds after a 200 ms initialization stimulus with no further input.
We used a learning window of 50ms, meaning learning only occurs for presynaptic and postsynaptic action potentials that happen within 50ms
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Modeling of Self-sustained Neuron Population without External Stimulus
A recurrent network of 200 Hodgkin-Huxley neurons with STDP and stochastic synapses sustains sparse irregular firing for up to 1800 seconds after a 200 ms initialization stimulus with no further input.