Detection, reconstruction and mitigation of deception attacks in nonlinear cyber-physical systems

IF 3.9 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS International Journal of Adaptive Control and Signal Processing Pub Date : 2024-06-02 DOI:10.1002/acs.3854
Maryam Shahriari-kahkeshi, Sayed Amirhosein Alem, Peng Shi
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Abstract

This paper proposes a new detection, reconstruction and mitigation scheme for nonlinear cyber-physical systems experiencing deception attacks in controller-actuator channel. For early detection of attacks, an anomaly detection unit based on the diagnostic observer is designed. After residual generation and evaluation, attack is detected. Upon attack detection, an adaptive fuzzy wavelet network (FWN) as an online nonlinear estimator is activated to reconstruct the detected malicious attack. Then, attack mitigation mechanism based on the command filtered backstepping approach and reconstructed attack is activated to mitigate the adverse effect of the detected attack. Stability analysis of the suggested strategy is presented and simulation results are provided to show the effectiveness of the suggested scheme.

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非线性网络物理系统中欺骗攻击的检测、重构和缓解
本文针对在控制器-执行器通道中遭受欺骗攻击的非线性网络物理系统提出了一种新的检测、重建和缓解方案。为了早期检测攻击,设计了一个基于诊断观测器的异常检测单元。在生成和评估残差后,就能检测到攻击。在检测到攻击后,作为在线非线性估计器的自适应模糊小波网络(FWN)将被激活,以重建检测到的恶意攻击。然后,启动基于指令滤波反步进方法和重构攻击的攻击缓解机制,以减轻检测到的攻击的不利影响。本文对建议策略进行了稳定性分析,并提供了仿真结果,以显示建议方案的有效性。
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来源期刊
CiteScore
5.30
自引率
16.10%
发文量
163
审稿时长
5 months
期刊介绍: The International Journal of Adaptive Control and Signal Processing is concerned with the design, synthesis and application of estimators or controllers where adaptive features are needed to cope with uncertainties.Papers on signal processing should also have some relevance to adaptive systems. The journal focus is on model based control design approaches rather than heuristic or rule based control design methods. All papers will be expected to include significant novel material. Both the theory and application of adaptive systems and system identification are areas of interest. Papers on applications can include problems in the implementation of algorithms for real time signal processing and control. The stability, convergence, robustness and numerical aspects of adaptive algorithms are also suitable topics. The related subjects of controller tuning, filtering, networks and switching theory are also of interest. Principal areas to be addressed include: Auto-Tuning, Self-Tuning and Model Reference Adaptive Controllers Nonlinear, Robust and Intelligent Adaptive Controllers Linear and Nonlinear Multivariable System Identification and Estimation Identification of Linear Parameter Varying, Distributed and Hybrid Systems Multiple Model Adaptive Control Adaptive Signal processing Theory and Algorithms Adaptation in Multi-Agent Systems Condition Monitoring Systems Fault Detection and Isolation Methods Fault Detection and Isolation Methods Fault-Tolerant Control (system supervision and diagnosis) Learning Systems and Adaptive Modelling Real Time Algorithms for Adaptive Signal Processing and Control Adaptive Signal Processing and Control Applications Adaptive Cloud Architectures and Networking Adaptive Mechanisms for Internet of Things Adaptive Sliding Mode Control.
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