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IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences
Online ISSN : 1745-1337
Print ISSN : 0916-8508
Regular Section
A Self-Organizing Pulse-Coupled Network of Sub-Threshold Oscillating Spiking Neurons
Kai KINOSHITAHiroyuki TORIKAI
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2011 Volume E94.A Issue 1 Pages 300-314

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Abstract

In this paper, an artificial sub-threshold oscillating spiking neuron is presented and its response phenomena to an input spike-train are analyzed. In addition, a dynamic parameter update rule of the neuron for achieving synchronizations to the input spike-train having various spike frequencies is presented. Using an analytical two-dimensional return map, local stability of the parameter update rule is analyzed. Furthermore, a pulse-coupled network of the neurons is presented and its basic self-organizing function is analyzed. Fundamental comparisons are also presented.

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© 2011 The Institute of Electronics, Information and Communication Engineers
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