A Novel Asynchronous Digital Spiking Neuron Model and its Various Neuron-like Bifurcations and Responses

被引：0
|
作者：
Matsubara, Takashi [1 ]
Torikai, Hiroyuki [1 ]
机构：
[1] Osaka Univ, Dept Engn Sci, Toyonaka, Osaka 560, Japan
来源：
2011 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN) | 2011年
关键词：
D O I：
暂无
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
A novel spiking neuron model whose nonlinear dynamics is described by an asynchronous cellular automaton is presented. The model can be implemented by a simple digital sequential logic circuit but can exhibit various neuron-like bifurcations and responses. Using the Poincare mapping technique, it is clarified that the model can reproduce major bifurcation mechanisms of excitabilities and spikings of biological and model neurons. It is also clarified that the model can reproduce major excitatory responses of the neurons.
引用
收藏
页码：741 / 748
页数：8
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