State Key Laboratory of Automotive Simulation and Control, Changchun 130025, China.
School of Aerospace Engineering, Xiamen University, Xiamen 361000, China.
Sensors (Basel). 2023 Mar 7;23(6):2904. doi: 10.3390/s23062904.
Due to the openness of communication network and the complexity of system structures, multi-agent systems are vulnerable to malicious network attacks, which can cause intense instability to these systems. This article provides a survey of state-of-the-art results of network attacks on multi-agent systems. Recent advances on three types of attacks, i.e., those on DoS attacks, spoofing attacks and Byzantine attacks, the three main network attacks, are reviewed. Their attack mechanisms are introduced, and the attack model and the resilient consensus control structure are discussed, respectively, in detail, in terms of the theoretical innovation, the critical limitations and the change of the application. Moreover, some of the existing results along this line are given in a tutorial-like fashion. In the end, some challenges and open issues are indicated to guide future development directions of the resilient consensus of multi-agent system under network attacks.
由于通信网络的开放性和系统结构的复杂性,多智能体系统容易受到恶意网络攻击,这会导致系统产生强烈的不稳定性。本文对多智能体系统网络攻击的最新研究成果进行了调查。综述了三种主要网络攻击(即拒绝服务攻击、欺骗攻击和拜占庭攻击)的最新进展。分别介绍了它们的攻击机制,并从理论创新、关键局限性和应用变化等方面详细讨论了攻击模型和弹性共识控制结构。此外,还以教程的形式给出了该领域的一些现有成果。最后,指出了一些挑战和开放性问题,以指导网络攻击下多智能体系统弹性共识的未来发展方向。