Filter design for cyber-physical systems against DoS attacks and unreliable networks: A Markovian approach

IF 2.2 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS
Pedro M. Oliveira, Jonathan M. Palma, Márcio J. Lacerda
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Abstract

This article proposes a novel approach for designing a mode-dependent H $\mathcal {H}_\infty$ full-order dynamic filter for a cyber-physical system (CPS) that is subject to polytopic uncertainties. The CPS operates on an unreliable network that is susceptible to transmission failures and Denial of Service (DoS) attacks. The attackers have limited energy resources, and the duration of the DoS attack is limited to a maximum number of consecutive time instants. The network is modeled after a proposed non-homogeneous Markov chain whose transition probability matrix may feature uncertain and unknown probabilities, which are dependent on time-varying parameters. The design conditions for the filter are obtained using parameter-dependent linear matrix inequalities. The proposed filter is shown to be effective in reducing the impact of DoS attacks and transmission failures on the CPS. Numerical experiments are presented to illustrate the efficacy of the proposed filter design method, demonstrating its ability to mitigate the effects of uncertainties and attacks on the CPS.

Abstract Image

针对 DoS 攻击和不可靠网络的网络物理系统过滤器设计:马尔可夫方法
本文提出了一种新颖的方法,用于为网络物理系统(CPS)设计与模式相关的全阶动态滤波器。CPS 在不可靠的网络上运行,易受传输故障和拒绝服务 (DoS) 攻击的影响。攻击者的能源资源有限,DoS 攻击的持续时间限制在连续时间瞬间的最大数量。网络模型是一个拟议的非均质马尔可夫链,其过渡概率矩阵可能具有不确定和未知概率,这些概率取决于时变参数。利用与参数相关的线性矩阵不等式获得了滤波器的设计条件。实验证明,所提出的滤波器能有效降低 DoS 攻击和传输故障对 CPS 的影响。通过数值实验说明了所提滤波器设计方法的功效,证明其有能力减轻不确定性和攻击对 CPS 的影响。
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来源期刊
IET Control Theory and Applications
IET Control Theory and Applications 工程技术-工程:电子与电气
CiteScore
5.70
自引率
7.70%
发文量
167
审稿时长
5.1 months
期刊介绍: IET Control Theory & Applications is devoted to control systems in the broadest sense, covering new theoretical results and the applications of new and established control methods. Among the topics of interest are system modelling, identification and simulation, the analysis and design of control systems (including computer-aided design), and practical implementation. The scope encompasses technological, economic, physiological (biomedical) and other systems, including man-machine interfaces. Most of the papers published deal with original work from industrial and government laboratories and universities, but subject reviews and tutorial expositions of current methods are welcomed. Correspondence discussing published papers is also welcomed. Applications papers need not necessarily involve new theory. Papers which describe new realisations of established methods, or control techniques applied in a novel situation, or practical studies which compare various designs, would be of interest. Of particular value are theoretical papers which discuss the applicability of new work or applications which engender new theoretical applications.
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