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具有欺骗攻击的主从神经网络混合事件触发同步控制

刘杨 张珍珍 白春江 陈昊

空间电子技术2023,Vol.20Issue(5):109-117,9.
空间电子技术2023,Vol.20Issue(5):109-117,9.DOI:10.3969/j.issn.1674-7135.2023.05.016

具有欺骗攻击的主从神经网络混合事件触发同步控制

Hybrid event-triggered synchronous control on master-slave neural networks with deception attacks

刘杨 1张珍珍 1白春江 2陈昊1

作者信息

  • 1. 西南民族大学 电气工程学院,成都 610041
  • 2. 中国空间技术研究院西安分院 空间微波技术国家级重点实验室,西安 710000
  • 折叠

摘要

Abstract

This paper presents a hybrid event-triggered synchronous control method for a master-slave neural network subject to deception attacks.The proposed method employs a hybrid event-triggered scheme based on Bernoulli distribution to reduce the communication burden and handle the unpredictable network environment by transmitting data only when necessary.Notably,the memory event trigger mechanism can transmit more data during the peak and bottom of the system's response state.To account for uncertainties in the system,including network-induced delay and randomly occurring deception attacks are developed within a unified framework and the corresponding Lyapunov-Krasovskii functional(LKF)is constructed.A stabilization criterion is then derived using Lyapunov theory.Numerical simulations demonstrate the effectiveness of the proposed method.

关键词

神经网络/时滞/混合事件触发机制/欺骗攻击

Key words

neural network/time delay/hybrid event-triggered scheme/deception attacks

分类

航空航天

引用本文复制引用

刘杨,张珍珍,白春江,陈昊..具有欺骗攻击的主从神经网络混合事件触发同步控制[J].空间电子技术,2023,20(5):109-117,9.

基金项目

国家重点实验室(编号:2021-JCJQ-LB-006(6142411112102)) (编号:2021-JCJQ-LB-006(6142411112102)

空间电子技术

1674-7135

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