Consensus and Products of Substochastic Matrices: Convergence Rate With Communication Delays

IF 8.7 1区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS
Lei Shi;Shuaiming Yan;Weihao Li
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引用次数: 0

Abstract

This study analyzes the convergence rate of leader-follower multiagent consensus under communication delays by developing a measure standard utilizing products of substochastic matrices. Through the construction of augmented auxiliary digraphs, which combine the binary relations composition, a comprehensive analysis of the leader-follower consensus dynamics is conducted. A mathematical representation of the least convergence rate of the system is established, which is closely related to the network structure, the upper bound of weight factors as well as the size of time delays. Moreover, an upper bound on the finite convergence time of the system with special topological structures, such as chain graph, star graph, and tree graph is given. At last, simulated examples are presented to confirm the theoretical findings.
次随机矩阵的一致性与乘积:具有通信延迟的收敛速率
本文利用次随机矩阵的乘积建立了度量标准,分析了通信延迟条件下领导-随从多智能体共识的收敛速度。通过构建结合二元关系构成的增广辅助有向图,对领导-追随者共识动力学进行了全面分析。建立了系统最小收敛速率的数学表达式,它与网络结构、权重因子的上界以及时延的大小密切相关。此外,给出了具有链图、星图、树图等特殊拓扑结构的系统的有限收敛时间的上界。最后通过仿真实例验证了理论结论。
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来源期刊
IEEE Transactions on Systems Man Cybernetics-Systems
IEEE Transactions on Systems Man Cybernetics-Systems AUTOMATION & CONTROL SYSTEMS-COMPUTER SCIENCE, CYBERNETICS
CiteScore
18.50
自引率
11.50%
发文量
812
审稿时长
6 months
期刊介绍: The IEEE Transactions on Systems, Man, and Cybernetics: Systems encompasses the fields of systems engineering, covering issue formulation, analysis, and modeling throughout the systems engineering lifecycle phases. It addresses decision-making, issue interpretation, systems management, processes, and various methods such as optimization, modeling, and simulation in the development and deployment of large systems.
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