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A generalized asynchronous digital spiking neuron: Theoretical analysis and compartmental model

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2 Author(s)
Takashi Matsubara ; Graduate School of Engineering Science, Osaka University, 560-8531, Japan ; Hiroyuki Torikai

The most generalized version of asynchronous sequential logic circuit based neuron models is introduced, where the dynamics of the model is modeled by an asynchronous cellular automaton. In this paper, a new theoretical analysis method is presented, and stabilities of neuron-like orbits and occurrence mechanisms of relational neuron-like bifurcations are clarified theoretically. A synapse unit and a simple compartmental model are also presented, and their functions are confirmed numerically.

Published in:

The 2012 International Joint Conference on Neural Networks (IJCNN)

Date of Conference:

10-15 June 2012