具有动态领导者和时间延迟的离散时间多代理系统的弹性共识:理论与实验

IF 9.4 1区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS
Yue Wang;Liang Han;Xiaoduo Li;Pengkun Hao;Zhang Ren
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引用次数: 0

摘要

无处不在的网络攻击对多代理系统(MAS)的共识提出了重大挑战,因为它们有能力破坏代理。这些威胁凸显了设计能够赋予 MAS 弹性的控制策略的迫切需要。在本文中,我们将考虑恶意代理、动态领导者和通信延迟的存在,解决一阶和二阶离散时间 MAS 的弹性共识问题。首先,我们为一阶 MAS 设计了一个弹性控制器,并基于现有的鲁棒图概念推导出充分条件,以实现误差最终受限的共识。接下来,由于推导出的误差约束会随着系统规模的扩大而因数增长,因此提出了一种新颖的图结构和修改后的控制器,以将误差增长限制在线性范围内。在所得结果的基础上,引入了一个基于估算器的控制框架,以解决二阶 MAS 的弹性共识问题。最后,基于无人地面车辆和无人机进行了比较模拟和实际实验,以验证所提控制方法的有效性和实用性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Resilient Consensus for Discrete-Time Multiagent Systems With a Dynamic Leader and Time Delay: Theory and Experiment
The ever-present cyber-attacks have posed a significant challenge to consensus of multiagent systems (MASs), due to their capability of compromising agents. These threats underscore the critical need to design control strategies that can endow MASs with resilience. In this article, we address resilient consensus problems for first- and second-order discrete-time MASs, considering the presence of malicious agents, a dynamic leader, and communication delay. First, a resilient controller is designed for first-order MASs, and sufficient conditions are derived based on existing robust graph concepts to achieve consensus with ultimately bounded error. Next, since the derived error bound grows factorially with the system scale, a novel graph structure and a modified controller are proposed to limit the growth to a linear rate. Building upon the obtained results, an estimator-based control framework is introduced to solve resilient consensus problems for second-order MASs. Finally, comparative simulations and practical experiments based on unmanned ground vehicles and unmanned-aerial-vehicles are conducted to validate the effectiveness and practicability of the proposed control methods.
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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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