Optimal Stealthy Deterministic Attack Strategies on Cyber-Physical Systems

IF 5 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS IEEE Transactions on Control of Network Systems Pub Date : 2024-08-19 DOI:10.1109/TCNS.2024.3445581
Donny Cheng;Jun Shang;Tongwen Chen
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Abstract

In this article, we study optimal stealthy attacks on both the actuator and output communication channels of cyber-physical control systems. Using a deterministic attack framework, we ensure that the attacks are difficult for innovation-based detectors to perceive. In order to determine the maximum performance degradation that the attacks may cause, a general optimization problem that can be solved numerically is formulated for a finite attack length. For nondivergent systems over an infinite horizon, the optimal constant and alternating attacks are derived analytically for any system configuration. Characteristics of a novel low-dimensional sinusoidal class of attacks are investigated and procedures for optimization are given. Furthermore, a condition is provided for constant and alternating attacks to be superior to most or all sinusoidal attacks. Finally, numerical simulations are used to demonstrate the theoretical results.
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网络物理系统的最佳隐形确定性攻击策略
在本文中,我们研究了网络物理控制系统的执行器和输出通信通道的最优隐身攻击。使用确定性攻击框架,我们确保基于创新的检测器难以感知攻击。为了确定攻击可能导致的最大性能下降,可以在有限攻击长度下制定一个可以数值解决的一般优化问题。对于无限视界上的非发散系统,导出了任意系统构型的最优常数攻击和最优交替攻击。研究了一类新颖的低维正弦攻击的特点,给出了优化方法。此外,还提供了一个条件,使恒定和交替攻击优于大多数或所有正弦攻击。最后通过数值模拟对理论结果进行了验证。
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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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