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Leaky Integrate-and-Fire (LIF) neuron.

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posted on 2013-02-21, 11:16 authored by Timothée Masquelier, Rudy Guyonneau, Simon J. Thorpe

Here is an illustrative example with only 6 input spikes. The graph plots the membrane potential as a function of time, and clearly demonstrates the effects of the 6 corresponding Excitatory PostSynaptic Potentials (EPSP). Because of the leak, for the threshold to be reached the input spikes need to be nearly synchronous. The LIF neuron is thus acting as a coincidence detector. When the threshold is reached, a postsynaptic spike is fired. This is followed by a refractory period of 1 ms and a negative spike-afterpotential.

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