拉普拉斯矩阵
共识
有向图
可扩展性
计算机科学
无向图
特征向量
图形
理论(学习稳定性)
多智能体系统
图论
集合(抽象数据类型)
数学
对称矩阵
数学优化
离散数学
理论计算机科学
组合数学
人工智能
物理
数据库
量子力学
机器学习
程序设计语言
作者
Marco A. Gomez,Adrián Ramírez
标识
DOI:10.1109/tac.2022.3203355
摘要
This note presents a scalable approach for consensus stability analysis of a general class of large-scale Multi-Agent System (MAS) with single delay considering directed and undirected graphs. It is shown that, under certain conditions satisfied by several protocols reported in the literature, consensus in MAS can be ensured by studying a set comprising a small number of quasipolynomials of reduced complexity. Specifically, if the graph is undirected, it suffices to guarantee the stability of only two quasipolynomials in the set. If the graph is directed, then the set consists of a family of quasipolynomials, possibly two as well, associated with a polytope enclosing the eigenvalues of a Laplacian-like matrix. The approach renders the number of agents in the network irrelevant for consensus stability analysis as illustrated using two consensus protocols borrowed from the literature.
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