Theoretical Analysis of Various Synchronizations in Pulse-Coupled Digital Spiking Neurons

被引:0
作者
Ijichi, Hirofumi [1 ]
Torikai, Hiroyuki [1 ]
机构
[1] Osaka Univ, Grad Sch Engn Sci, Osaka, Japan
来源
NEURAL INFORMATION PROCESSING: THEORY AND ALGORITHMS, PT I | 2010年 / 6443卷
关键词
Pulse-coupled neural network; Cellular automaton; Synchronization; Bifurcation; NETWORK;
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 digital spiking neuron is a wired system of shift registers that can mimic nonlinear dynamics of simplified spiking neuron models. In this paper, we present a novel pulse-coupled system of the digital spiking neurons. The coupled neurons can exhibit various pseudoperiodic synchronizations, non-periodic synchronizations, and related bifurcations. We derive theoretical parameter conditions that guarantee occurrence of typical synchronization phenomena. Also, the theoretical results are validated by numerical simulations.
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页码:107 / 115
页数:9
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