Simulations of the behavior of synaptically driven neurons via time-invariant circuit models

This paper describes computer simulations of the behavior of Hodgkin-Huxley neurons, based on a redefinition of membrane and synaptic connections as time-invariant circuit elements. Examples are given showing that this self-consistent equivalent circuit representation allows very efficient computer simulations and could facilitate the introduction of detailed biological neurons into formal neural networks. Index Terms - Neurons, synapses, time-invariant circuit models.