Denial-of-Service Attacks on Cyber-Physical Systems Against Linear Quadratic Control: A Stackelberg-Game Analysis

IF 7 1区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS IEEE Transactions on Automatic Control Pub Date : 2024-08-05 DOI:10.1109/TAC.2024.3438328
Wei Xing;Xudong Zhao;Yuzhe Li;Le Liu
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Abstract

This article concentrates on the linear quadratic control of cyber-physical systems subject to denial-of-service attacks. A Stackelberg game framework is proposed to analyze the strategic interaction between a sensor and an attacker considering a standard block fading wireless communication channel. The reward function composing of the linear quadratic control consumption and the power consumption is provided on account of energy constraints of the sensor and the attacker. To proactively overcome the difficulty in characterizing or computing the Stackelberg equilibrium (SE), the formulated game is actively transformed into a Markov decision process under a restricted information structure, enabling the extraction of essential SE properties. In addition, the reward function is approximated to derive an analytical expression of a suboptimal SE of the game based on an approximate dynamic programming. As a special case, the investigation also delves into the capacity achieving coding scheme. Finally, numerical examples are provided to illustrate the effectiveness of the obtained results.
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针对线性二次控制的网络物理系统拒绝服务攻击:堆栈博弈分析
本文主要研究网络物理系统在拒绝服务攻击下的线性二次控制。在考虑标准块衰落无线通信信道的情况下,提出了一个Stackelberg博弈框架来分析传感器与攻击者之间的策略交互。考虑到传感器和攻击者的能量约束,给出了由线性二次控制消耗和功率消耗组成的奖励函数。为了主动克服表征或计算Stackelberg均衡(SE)的困难,在受限信息结构下,将所制定的对策主动转化为马尔可夫决策过程,从而能够提取SE的基本属性。此外,对奖励函数进行近似,推导出基于近似动态规划的博弈次优SE的解析表达式。作为特例,本文还研究了容量实现的编码方案。最后,通过数值算例验证了所得结果的有效性。
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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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