基于彩色噪声的远程状态估计的最优线性隐身攻击

IF 8.6 1区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS
Pengyu Li;Dan Ye
{"title":"基于彩色噪声的远程状态估计的最优线性隐身攻击","authors":"Pengyu Li;Dan Ye","doi":"10.1109/TSMC.2025.3548601","DOIUrl":null,"url":null,"abstract":"This article focuses on the design of optimal linear stealthy (OLS) attacks with colored noises for linear cyber-physical systems (CPSs). Unlike existing linear attacks that neglect the autocorrelation of attack signals, OLS attacks with colored noises are more destructive while eliminating their impact on the residuals. By leveraging eigendecomposition and matrix splitting methods, explicit solutions for optimal attacks are derived by solving two distinct optimization problems. To illustrate the superiority of such attack behaviors, we further investigate OLS attacks with colored noises and historical innovations, where the leverage of historical data is maximized to enhance attack performances. Finally, we provide an illustration of the effectiveness of these attacks through an example of an uncrewed aerial vehicle (UAV).","PeriodicalId":48915,"journal":{"name":"IEEE Transactions on Systems Man Cybernetics-Systems","volume":"55 6","pages":"4042-4051"},"PeriodicalIF":8.6000,"publicationDate":"2025-03-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Optimal Linear Stealthy Attacks on Remote State Estimation: A Colored Noise-Based Approach\",\"authors\":\"Pengyu Li;Dan Ye\",\"doi\":\"10.1109/TSMC.2025.3548601\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"This article focuses on the design of optimal linear stealthy (OLS) attacks with colored noises for linear cyber-physical systems (CPSs). Unlike existing linear attacks that neglect the autocorrelation of attack signals, OLS attacks with colored noises are more destructive while eliminating their impact on the residuals. By leveraging eigendecomposition and matrix splitting methods, explicit solutions for optimal attacks are derived by solving two distinct optimization problems. To illustrate the superiority of such attack behaviors, we further investigate OLS attacks with colored noises and historical innovations, where the leverage of historical data is maximized to enhance attack performances. Finally, we provide an illustration of the effectiveness of these attacks through an example of an uncrewed aerial vehicle (UAV).\",\"PeriodicalId\":48915,\"journal\":{\"name\":\"IEEE Transactions on Systems Man Cybernetics-Systems\",\"volume\":\"55 6\",\"pages\":\"4042-4051\"},\"PeriodicalIF\":8.6000,\"publicationDate\":\"2025-03-20\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"IEEE Transactions on Systems Man Cybernetics-Systems\",\"FirstCategoryId\":\"94\",\"ListUrlMain\":\"https://ieeexplore.ieee.org/document/10935323/\",\"RegionNum\":1,\"RegionCategory\":\"计算机科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"AUTOMATION & CONTROL SYSTEMS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Transactions on Systems Man Cybernetics-Systems","FirstCategoryId":"94","ListUrlMain":"https://ieeexplore.ieee.org/document/10935323/","RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"AUTOMATION & CONTROL SYSTEMS","Score":null,"Total":0}
引用次数: 0

摘要

本文主要研究线性网络物理系统(cps)中带彩色噪声的最优线性隐身(OLS)攻击的设计。与现有忽略攻击信号自相关的线性攻击不同,带彩色噪声的OLS攻击在消除其对残差影响的同时更具破坏性。通过利用特征分解和矩阵分裂方法,通过求解两个不同的优化问题推导出最优攻击的显式解。为了说明这种攻击行为的优越性,我们进一步研究了带有彩色噪声和历史创新的OLS攻击,其中最大限度地利用历史数据来提高攻击性能。最后,我们通过一个无人驾驶飞行器(UAV)的例子来说明这些攻击的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Optimal Linear Stealthy Attacks on Remote State Estimation: A Colored Noise-Based Approach
This article focuses on the design of optimal linear stealthy (OLS) attacks with colored noises for linear cyber-physical systems (CPSs). Unlike existing linear attacks that neglect the autocorrelation of attack signals, OLS attacks with colored noises are more destructive while eliminating their impact on the residuals. By leveraging eigendecomposition and matrix splitting methods, explicit solutions for optimal attacks are derived by solving two distinct optimization problems. To illustrate the superiority of such attack behaviors, we further investigate OLS attacks with colored noises and historical innovations, where the leverage of historical data is maximized to enhance attack performances. Finally, we provide an illustration of the effectiveness of these attacks through an example of an uncrewed aerial vehicle (UAV).
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
IEEE Transactions on Systems Man Cybernetics-Systems
IEEE Transactions on Systems Man Cybernetics-Systems AUTOMATION & CONTROL SYSTEMS-COMPUTER SCIENCE, CYBERNETICS
CiteScore
18.50
自引率
11.50%
发文量
812
审稿时长
6 months
期刊介绍: The IEEE Transactions on Systems, Man, and Cybernetics: Systems encompasses the fields of systems engineering, covering issue formulation, analysis, and modeling throughout the systems engineering lifecycle phases. It addresses decision-making, issue interpretation, systems management, processes, and various methods such as optimization, modeling, and simulation in the development and deployment of large systems.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信