中国物理B(英文版)2024,Vol.33Issue(2) :619-625.DOI:10.1088/1674-1056/aceee9

Dynamical behavior of memristor-coupled heterogeneous discrete neural networks with synaptic crosstalk

马铭磷 熊康灵 李志军 贺少波
中国物理B(英文版)2024,Vol.33Issue(2) :619-625.DOI:10.1088/1674-1056/aceee9

Dynamical behavior of memristor-coupled heterogeneous discrete neural networks with synaptic crosstalk

马铭磷 1熊康灵 1李志军 1贺少波1
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作者信息

  • 1. School of Automation and Electronic Information,Xiangtan University,Xiangtan 411105,China
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Abstract

Synaptic crosstalk is a prevalent phenomenon among neuronal synapses,playing a crucial role in the transmission of neural signals.Therefore,considering synaptic crosstalk behavior and investigating the dynamical behavior of discrete neural networks are highly necessary.In this paper,we propose a heterogeneous discrete neural network(HDNN)consisting of a three-dimensional KTz discrete neuron and a Chialvo discrete neuron.These two neurons are coupled mutually by two discrete memristors and the synaptic crosstalk is considered.The impact of crosstalk strength on the firing behavior of the HDNN is explored through bifurcation diagrams and Lyapunov exponents.It is observed that the HDNN exhibits different coexisting attractors under varying crosstalk strengths.Furthermore,the influence of different crosstalk strengths on the synchronized firing of the HDNN is investigated,revealing a gradual attainment of phase synchronization between the two discrete neurons as the crosstalk strength decreases.

Key words

discrete memristor/synaptic crosstalk/coexisting attractor/phase synchronization

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基金项目

Key Projects of Hunan Provincial Department of Education(23A0133)

Natural Science Foundation of Hunan Province(2022JJ30572)

National Natural Science Foundations of China(62171401)

出版年

2024
中国物理B(英文版)
中国物理学会和中国科学院物理研究所

中国物理B(英文版)

CSTPCDEI
影响因子:0.995
ISSN:1674-1056
参考文献量65
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