{"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}
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).
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.