网络攻击下基于安全状态估计的自治系统弹性控制

IF 10.5 1区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS
Muhammad Hilmi;Augie Widyotriatmo;Agus Hasan
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引用次数: 0

摘要

本文提出了一种基于安全状态估计(SSE)的网络弹性策略来对抗对自治系统的网络攻击。所提出的框架采用一系列非线性观测器来估计针对传感器和执行器的攻击,推导出其有效性所需的操作条件。这些sse集成了识别算法和使用直接Lyapunov方法设计的控制缓解律,确保即使在主动攻击下也能保持系统的稳定性和完整性。该框架通过在一辆自动集装箱卡车上的实施得到了验证。实验结果表明,安全状态估计器有效地保持了系统的稳定性和运行完整性,展示了其增强自主系统抵御网络威胁的弹性的潜力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Resilient Control Based on Secure State Estimation for Autonomous Systems Under Cyberattacks
This article presents a cyber resilience strategy based on secure state estimation (SSE) to counter cyberattacks on autonomous systems. The proposed framework employs a cascade of nonlinear observers to estimate attacks targeting both sensors and actuators, deriving the operational conditions required for their effectiveness. These SSEs are integrated with identification algorithm and a control mitigation law designed using the direct Lyapunov method, ensuring the system’s stability and integrity are maintained even under active attacks. The framework is validated through its implementation on an autonomous container truck. Experimental results demonstrate that the secure state estimators effectively preserve system stability and operational integrity, showcasing their potential to enhance the resilience of autonomous systems against cyber threats.
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来源期刊
IEEE Transactions on Cybernetics
IEEE Transactions on Cybernetics COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE-COMPUTER SCIENCE, CYBERNETICS
CiteScore
25.40
自引率
11.00%
发文量
1869
期刊介绍: The scope of the IEEE Transactions on Cybernetics includes computational approaches to the field of cybernetics. Specifically, the transactions welcomes papers on communication and control across machines or machine, human, and organizations. The scope includes such areas as computational intelligence, computer vision, neural networks, genetic algorithms, machine learning, fuzzy systems, cognitive systems, decision making, and robotics, to the extent that they contribute to the theme of cybernetics or demonstrate an application of cybernetics principles.
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