弹性MPC与交换成本函数的网络物理系统抵御DoS攻击

IF 8.7 1区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS
Huan Yang;Li Dai;Yaling Ma;Qing Li;Yuanqing Xia
{"title":"弹性MPC与交换成本函数的网络物理系统抵御DoS攻击","authors":"Huan Yang;Li Dai;Yaling Ma;Qing Li;Yuanqing Xia","doi":"10.1109/TSMC.2025.3555826","DOIUrl":null,"url":null,"abstract":"This article introduces a resilient model predictive control (MPC) approach for constrained cyber-physical systems (CPSs) in the presence of bounded disturbances and denial-of-service (DoS) attacks. An attacker aims to disrupt the communication channel between the controller and actuator (C-A) by deploying adversarial jamming signals. A resilient MPC algorithm is designed, where switching between different cost functions is considered and the control input sequences optimized are used to compensate for information loss caused by DoS attacks. We demonstrate that under certain conditions on the duration of DoS attacks and system parameters, the closed-loop system can be guaranteed to be uniformly ultimately bounded (UUB) in the attack scenario. Moreover, in the nonattack scenario, it exhibits robust asymptotic stability. By properly setting tightened constraints and cost functions, the recursive feasibility of the optimization problem can be ensured for any admissible attack scenario and disturbances realization. The maximum duration of DoS attacks that can be tolerated in the C-A channel is derived by feasibility analysis. Finally, the effectiveness of the designed algorithm is validated through a simulation example, which includes comparisons with two other algorithms.","PeriodicalId":48915,"journal":{"name":"IEEE Transactions on Systems Man Cybernetics-Systems","volume":"55 7","pages":"4444-4457"},"PeriodicalIF":8.7000,"publicationDate":"2025-04-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Resilient MPC With Switched Cost Functions for Cyber-Physical Systems Against DoS Attacks\",\"authors\":\"Huan Yang;Li Dai;Yaling Ma;Qing Li;Yuanqing Xia\",\"doi\":\"10.1109/TSMC.2025.3555826\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"This article introduces a resilient model predictive control (MPC) approach for constrained cyber-physical systems (CPSs) in the presence of bounded disturbances and denial-of-service (DoS) attacks. An attacker aims to disrupt the communication channel between the controller and actuator (C-A) by deploying adversarial jamming signals. A resilient MPC algorithm is designed, where switching between different cost functions is considered and the control input sequences optimized are used to compensate for information loss caused by DoS attacks. We demonstrate that under certain conditions on the duration of DoS attacks and system parameters, the closed-loop system can be guaranteed to be uniformly ultimately bounded (UUB) in the attack scenario. Moreover, in the nonattack scenario, it exhibits robust asymptotic stability. By properly setting tightened constraints and cost functions, the recursive feasibility of the optimization problem can be ensured for any admissible attack scenario and disturbances realization. The maximum duration of DoS attacks that can be tolerated in the C-A channel is derived by feasibility analysis. Finally, the effectiveness of the designed algorithm is validated through a simulation example, which includes comparisons with two other algorithms.\",\"PeriodicalId\":48915,\"journal\":{\"name\":\"IEEE Transactions on Systems Man Cybernetics-Systems\",\"volume\":\"55 7\",\"pages\":\"4444-4457\"},\"PeriodicalIF\":8.7000,\"publicationDate\":\"2025-04-15\",\"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/10964405/\",\"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/10964405/","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

本文介绍了一种弹性模型预测控制(MPC)方法,用于存在有界干扰和拒绝服务(DoS)攻击的受限网络物理系统(cps)。攻击者的目标是通过部署对抗性干扰信号来破坏控制器和执行器(C-A)之间的通信信道。设计了一种弹性MPC算法,该算法考虑了不同代价函数之间的切换,并通过优化控制输入序列来补偿DoS攻击造成的信息损失。在一定的DoS攻击持续时间和系统参数条件下,可以保证闭环系统在攻击场景下是一致最终有界的(UUB)。此外,在非攻击情况下,它表现出鲁棒渐近稳定性。通过适当设置收紧约束和代价函数,可以保证优化问题在任何允许的攻击场景和干扰实现下的递归可行性。通过可行性分析,导出了C-A通道可容忍的最大DoS攻击持续时间。最后,通过仿真算例验证了所设计算法的有效性,并与另外两种算法进行了比较。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Resilient MPC With Switched Cost Functions for Cyber-Physical Systems Against DoS Attacks
This article introduces a resilient model predictive control (MPC) approach for constrained cyber-physical systems (CPSs) in the presence of bounded disturbances and denial-of-service (DoS) attacks. An attacker aims to disrupt the communication channel between the controller and actuator (C-A) by deploying adversarial jamming signals. A resilient MPC algorithm is designed, where switching between different cost functions is considered and the control input sequences optimized are used to compensate for information loss caused by DoS attacks. We demonstrate that under certain conditions on the duration of DoS attacks and system parameters, the closed-loop system can be guaranteed to be uniformly ultimately bounded (UUB) in the attack scenario. Moreover, in the nonattack scenario, it exhibits robust asymptotic stability. By properly setting tightened constraints and cost functions, the recursive feasibility of the optimization problem can be ensured for any admissible attack scenario and disturbances realization. The maximum duration of DoS attacks that can be tolerated in the C-A channel is derived by feasibility analysis. Finally, the effectiveness of the designed algorithm is validated through a simulation example, which includes comparisons with two other algorithms.
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:604180095
Book学术官方微信