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首页|期刊导航|西华大学学报(自然科学版)|含忆阻电磁辐射的离散混沌神经网络动力学分析及其图像加密应用

含忆阻电磁辐射的离散混沌神经网络动力学分析及其图像加密应用

LAI Qiang QIN Minghong

西华大学学报(自然科学版)2026,Vol.45Issue(1):20-30,11.
西华大学学报(自然科学版)2026,Vol.45Issue(1):20-30,11.DOI:10.12198/j.issn.1673-159X.6086

含忆阻电磁辐射的离散混沌神经网络动力学分析及其图像加密应用

Dynamical Analysis and Image Encryption Application of Discrete Chaotic Neural Networks with Memristive Electromagnetic Radiation

LAI Qiang 1QIN Minghong1

作者信息

  • 1. School of Electrical and Automation Engineering,East China Jiaotong University,Nanchang 330013 China
  • 折叠

摘要

Abstract

Memristor can enhance the nonlinearity of neural networks,enabling them to exhibit com-plex and diverse dynamic behaviors.This paper simulates external electromagnetic radiation in neural net-works and constructs a new memristive neural network by using a discrete memristor.Numerical analysis results show that,as parameters vary,the proposed network can undergo complex bifurcation processes,leading to the formation of periodic,chaotic,and hyperchaotic attractors.Meanwhile,the network exhibits parameter-relied signal modulation behaviors,such as amplitude control and offset-boosting.As the initial values change,the network can generate different types of extreme multistability.Furthermore,based on the proposed memristive neural network,this paper designs a new encryption algorithm for medical images.The algorighm employs diagonal diffusion and triple-bit mutation methods to conceal image information.Relevant tests demonstrate that the algorithm can effectively protect the security of medical image informa-tion.

关键词

忆阻电磁辐射/离散神经网络/极端多稳态/信号调控/医学图像加密

Key words

memristive electromagnetic radiation/discrete neural network/extreme multistability/signal modulation/medical image encryption

分类

信息技术与安全科学

引用本文复制引用

LAI Qiang,QIN Minghong..含忆阻电磁辐射的离散混沌神经网络动力学分析及其图像加密应用[J].西华大学学报(自然科学版),2026,45(1):20-30,11.

基金项目

国家自然科学基金(62366014). (62366014)

西华大学学报(自然科学版)

1673-159X

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