Covert Attack Detection and Resilient Control of Quadcopter

IF 9.9 1区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS IEEE Transactions on Industrial Informatics Pub Date : 2025-02-17 DOI:10.1109/TII.2025.3528579
Junhong Wang;Sicheng Zhou;Lidan Xu;Dong Zhao;Kexin Guo;Xiang Yu;Lei Guo
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Abstract

This article addresses issues of covert attacks detection and resilient control of quadcopters. In the presence of generalized covert attacks characterized by strong stealth, passive detection techniques prove to be insufficient. Active detection methods are common solutions to this problem, but the balance between the detection capability and the stability of quadcopters still remains as a challenge. Different from the existing active attack detection methods, a coding and channel switching approach and its matched resilient controller for quadcopters are proposed. First, the design and detectability analysis of the coding-based attack detection method are given. Once covert attacks revealed, a secure channel is activated to replace the attacked channel. Second, to enhance quadcopter resilience against covert attacks, a resilient control framework is proposed. It incorporates attack effect estimation and compensation via a fixed-time observer. This framework maintains the stability of the quadcopter's control system under covert attacks. Finally, the numerical simulation and real-world experiments are conducted to evaluate the effectiveness and feasibility of the proposed scheme.
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四轴飞行器隐蔽攻击检测与弹性控制
本文讨论了四轴飞行器的隐蔽攻击检测和弹性控制问题。在具有强隐蔽性的广义隐蔽攻击中,被动检测技术被证明是不够的。主动检测方法是解决这一问题的常用方法,但在检测能力和四轴飞行器的稳定性之间的平衡仍然是一个挑战。与现有的主动攻击检测方法不同,提出了一种针对四轴飞行器的编码和信道切换方法及其匹配的弹性控制器。首先,给出了基于编码的攻击检测方法的设计和可检测性分析。一旦隐蔽攻击被发现,一个安全通道被激活以取代被攻击的通道。其次,为了增强四轴飞行器对隐蔽攻击的弹性,提出了一种弹性控制框架。它通过固定时间观测器对攻击效果进行估计和补偿。该框架在隐蔽攻击下保持四轴飞行器控制系统的稳定性。最后,通过数值模拟和实际实验验证了所提方案的有效性和可行性。
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来源期刊
IEEE Transactions on Industrial Informatics
IEEE Transactions on Industrial Informatics 工程技术-工程:工业
CiteScore
24.10
自引率
8.90%
发文量
1202
审稿时长
5.1 months
期刊介绍: The IEEE Transactions on Industrial Informatics is a multidisciplinary journal dedicated to publishing technical papers that connect theory with practical applications of informatics in industrial settings. It focuses on the utilization of information in intelligent, distributed, and agile industrial automation and control systems. The scope includes topics such as knowledge-based and AI-enhanced automation, intelligent computer control systems, flexible and collaborative manufacturing, industrial informatics in software-defined vehicles and robotics, computer vision, industrial cyber-physical and industrial IoT systems, real-time and networked embedded systems, security in industrial processes, industrial communications, systems interoperability, and human-machine interaction.
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