Litcius/Paper detail

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

Lei Shi, Shuaiming Yan, Weihao Li

2025IEEE Transactions on Systems Man and Cybernetics Systems33 citationsDOI

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.

Topics & Concepts

Rate of convergenceConvergence (economics)MathematicsComputer scienceApplied mathematicsEconomicsTelecommunicationsMacroeconomicsChannel (broadcasting)Modular Robots and Swarm IntelligenceDistributed Control Multi-Agent SystemsMolecular Communication and Nanonetworks