Stealthy Attacks and Robust Detectors for Cyber-Physical Systems With Bounded Disturbances: A Zonotope Approach

IF 5 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS IEEE Transactions on Control of Network Systems Pub Date : 2024-10-29 DOI:10.1109/TCNS.2024.3487648
Ziyi Guo;Jing Zhou;Tongwen Chen
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Abstract

This article investigates stealthy attacks on cyber-physical systems that are monitored by a parity-space-based detector and corrupted by bounded disturbances. Specifically, this work proposes a receding horizon attack strategy subject to strict and relaxed stealthiness constraints. Necessary and sufficient conditions for the existence of strictly stealthy attacks of arbitrary lengths are derived. On the defender's side, a robust detector is designed to detect malicious attacks utilizing zonotopes to handle bounded disturbances. A new recursive update method and a reduction operator are proposed to improve the accuracy and reduce the storage space of the detector. Unlike traditional parity-space-based detectors, it is proved that any attack that can completely bypass the robust detector must be bounded. Furthermore, two methods of determining the optimal gains of the proposed detector are provided. The effectiveness of the proposed methods is demonstrated through numerical examples.
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具有有界干扰的网络物理系统的隐身攻击和鲁棒检测器:一种共体方法
本文研究了对网络物理系统的隐形攻击,该系统由基于奇偶空间的检测器监控,并受到有界干扰的破坏。具体来说,本文提出了一种受严格和宽松隐身性约束的后退视界攻击策略。推导出了任意长度的严格隐蔽攻击存在的必要条件和充分条件。在防御方方面,本文设计了一种稳健的检测器,利用区角来处理有界干扰,从而检测恶意攻击。本文提出了一种新的递归更新方法和还原算子,以提高检测器的准确性并减少其存储空间。与传统的基于奇偶校验空间的检测器不同,它证明了任何能完全绕过鲁棒检测器的攻击都必须是有界的。此外,还提供了两种确定拟议检测器最佳增益的方法。通过数值示例证明了所提方法的有效性。
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来源期刊
IEEE Transactions on Control of Network Systems
IEEE Transactions on Control of Network Systems Mathematics-Control and Optimization
CiteScore
7.80
自引率
7.10%
发文量
169
期刊介绍: The IEEE Transactions on Control of Network Systems is committed to the timely publication of high-impact papers at the intersection of control systems and network science. In particular, the journal addresses research on the analysis, design and implementation of networked control systems, as well as control over networks. Relevant work includes the full spectrum from basic research on control systems to the design of engineering solutions for automatic control of, and over, networks. The topics covered by this journal include: Coordinated control and estimation over networks, Control and computation over sensor networks, Control under communication constraints, Control and performance analysis issues that arise in the dynamics of networks used in application areas such as communications, computers, transportation, manufacturing, Web ranking and aggregation, social networks, biology, power systems, economics, Synchronization of activities across a controlled network, Stability analysis of controlled networks, Analysis of networks as hybrid dynamical systems.
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