Effects of Adding Edges on the Consensus Convergence Rate of Weighted Directed Chain Networks

IF 7 1区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS IEEE Transactions on Automatic Control Pub Date : 2025-01-09 DOI:10.1109/TAC.2025.3527603
Shanshan Gao;Shenggui Zhang;Xinzhuang Chen
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Abstract

For a multiagent system with a directed graph as its interaction topology, the consensus convergence rate is determined by the algebraic connectivity (the smallest real part of nonzero Laplacian eigenvalues) of its underlying network. In this article, the effects of adding weighted edges to a weighted directed path on the algebraic connectivity are investigated. First, it is proved that the Laplacian eigenvalues are only affected by local subgraphs containing the additional edges if some weighted edges are added. Second, considering the case of adding one weighted edge, it is shown that the algebraic connectivity is determined by the range and the weight of the added edge, as well as the distribution of weights along the path. Interestingly, if equal-weight edges are added to a directed path with each arc having equal weight, then the algebraic connectivity can be calculated by a formula of the weight and the maximum range of the edges, which means that the algebraic connectivity of the graph obtained from the path by adding some edges with the same weight is independent of the order of the directed path and the location of the edges added. Finally, numerical experiments are given to verify the theoretical results.
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添加边对加权有向链网络一致收敛速率的影响
对于以有向图为交互拓扑的多智能体系统,其一致性收敛速率由其底层网络的代数连通性(非零拉普拉斯特征值的最小实部)决定。本文研究了在加权有向路径上添加加权边对代数连通性的影响。首先,证明了拉普拉斯特征值只受包含附加边的局部子图的影响。其次,考虑添加一条加权边的情况,证明了代数连通性是由添加边的范围和权值以及权值沿路径的分布决定的。有趣的是,如果在一条有向路径中加入等权边,且每条弧的权值相等,则代数连通性可以由权值和边的最大范围的公式来计算,这意味着通过添加相同权值的边得到的图的代数连通性与有向路径的顺序和添加边的位置无关。最后通过数值实验对理论结果进行了验证。
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来源期刊
IEEE Transactions on Automatic Control
IEEE Transactions on Automatic Control 工程技术-工程:电子与电气
CiteScore
11.30
自引率
5.90%
发文量
824
审稿时长
9 months
期刊介绍: In the IEEE Transactions on Automatic Control, the IEEE Control Systems Society publishes high-quality papers on the theory, design, and applications of control engineering. Two types of contributions are regularly considered: 1) Papers: Presentation of significant research, development, or application of control concepts. 2) Technical Notes and Correspondence: Brief technical notes, comments on published areas or established control topics, corrections to papers and notes published in the Transactions. In addition, special papers (tutorials, surveys, and perspectives on the theory and applications of control systems topics) are solicited.
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