Secure State Estimation for Continuous-Time Cyber-Physical Systems Under Stochastic Attacks and Faults

IF 7 1区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS IEEE Transactions on Automatic Control Pub Date : 2025-03-17 DOI:10.1109/TAC.2025.3552018
Qingdong Sun;Guang-Hong Yang
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Abstract

This article studies the secure state estimation problem of continuous-time cyber-physical systems affected by sensor attacks and actuator faults, where the attackers do not target fixed transmission channels but instead stochastically select the channels to attack at each moment based on a specific Markov process. To address these challenges, a reduced-order observer is designed to simultaneously estimate the original system states, faults, and attacks, while ensuring that its observation errors remain unaffected by these faults, attacks, and unknown disturbances. According to the stability theory of stochastic systems, a necessary and sufficient condition is provided for the stochastic stability of the observation error system under known transition rates, with further analysis of its stability under unknown transition rates. Finally, the validity and superiority of the proposed method are verified through two numerical examples.
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随机攻击和故障下连续时间网络物理系统的安全状态估计
研究了受传感器攻击和执行器故障影响的连续时间网络物理系统的安全状态估计问题,攻击者不是针对固定的传输信道,而是根据特定的马尔可夫过程在每个时刻随机选择要攻击的信道。为了解决这些挑战,设计了一个降阶观测器来同时估计原始系统状态、故障和攻击,同时确保其观察误差不受这些故障、攻击和未知干扰的影响。根据随机系统稳定性理论,给出了观测误差系统在已知过渡率下的随机稳定性的充分必要条件,并进一步分析了其在未知过渡率下的稳定性。最后,通过两个算例验证了所提方法的有效性和优越性。
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来源期刊
IEEE Transactions on Automatic Control
IEEE Transactions on Automatic Control 工程技术-工程:电子与电气
CiteScore
11.30
自引率
5.90%
发文量
824
审稿时长
9 months
期刊介绍: In the IEEE Transactions on Automatic Control, the IEEE Control Systems Society publishes high-quality papers on the theory, design, and applications of control engineering. Two types of contributions are regularly considered: 1) Papers: Presentation of significant research, development, or application of control concepts. 2) Technical Notes and Correspondence: Brief technical notes, comments on published areas or established control topics, corrections to papers and notes published in the Transactions. In addition, special papers (tutorials, surveys, and perspectives on the theory and applications of control systems topics) are solicited.
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