Resilient Time-Varying Formation-Tracking of Multiagent Systems Against Hybrid Attacks With Applications to Spacecraft Formation

IF 10.5 1区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS IEEE Transactions on Cybernetics Pub Date : 2024-11-26 DOI:10.1109/TCYB.2024.3492035
Yukang Cui;Yihui Huang;Qin Zhao;Xian Yu;Tingwen Huang
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Abstract

This work investigates the time-varying formation-tracking problem of multiagent systems under hybrid attacks, including denial-of-service (DoS) attacks and actuation attacks. State estimators are designed for each node of the swarm leveraging relative information from neighboring estimators to generate the desired positional states for formation tracking. The direct use of corrupted consensus control inputs is avoided, thereby defending against actuation attacks targeted at node input signals. Furthermore, we propose an event-triggered protocol with a sampling mechanism to enhance resilience against DoS attacks on communication with neighboring estimators equipped with a topology recovery policy. This resilient protocol against DoS attacks is fully distributed and does not require prior knowledge of network topology, making it scalable to large networks. Finally, an adaptive attack-resilient control scheme is introduced to counteract potential unbounded actuation attacks via output feedback, enabling each follower to track the positional states provided by the distributed estimators. The tracking error is proven to be uniformly ultimately bounded. The proposed event-triggered hierarchical control scheme is validated through its application to spacecraft formation.
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多代理系统抵御混合攻击的弹性时变编队追踪技术在航天器编队中的应用
研究了多智能体系统在拒绝服务(DoS)攻击和驱动攻击等混合攻击下的时变队形跟踪问题。为群体的每个节点设计状态估计器,利用相邻估计器的相对信息生成所需的位置状态,用于群体跟踪。避免直接使用损坏的共识控制输入,从而防御针对节点输入信号的驱动攻击。此外,我们提出了一个带有采样机制的事件触发协议,以增强与具有拓扑恢复策略的相邻估计器通信时抵御DoS攻击的弹性。这种抗DoS攻击的弹性协议是完全分布式的,不需要事先了解网络拓扑结构,使其可扩展到大型网络。最后,引入了一种自适应攻击弹性控制方案,通过输出反馈来抵消潜在的无界驱动攻击,使每个跟随器能够跟踪分布式估计器提供的位置状态。证明了跟踪误差最终是一致有界的。通过在航天器编队中的应用,验证了所提出的事件触发分层控制方案。
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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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