JOURNAL ARTICLE

Mean Square Average Consensus of Multi-Agent Systems Under Matrix-Valued Weighted Topologies

Abstract

In this paper, average-consensus problem of multi-agent systems with measurement noise is studied under matrix-valued weighted topologies. To reduce the interference of noise, a time-varying control gain is introduced, and then a distributed protocol is proposed for each agent. With the help of Lyapunov function the closed-loop system is analyzed and sufficient conditions for ensuring unbiased mean square average-consensus under matrix-valued weighted topologies are given. It is proven that the state of each agent converges in mean square sense to a common Gaussian random vector, whose mathematical expectation is the mean of the initial states of all agents. In particular, the matrix-valued weighted topology here is always supposed to be balanced, which plays a vital role in achieving mean square average consensus.

Keywords:
Network topology Multi-agent system Mathematics Matrix (chemical analysis) Topology (electrical circuits) Mean square Noise (video) Gaussian noise Computer science Mathematical optimization Control theory (sociology) Applied mathematics Algorithm Control (management) Combinatorics Artificial intelligence

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Citation History

Topics

Distributed Control Multi-Agent Systems
Physical Sciences →  Computer Science →  Computer Networks and Communications
Neural Networks Stability and Synchronization
Physical Sciences →  Computer Science →  Computer Networks and Communications
Target Tracking and Data Fusion in Sensor Networks
Physical Sciences →  Computer Science →  Artificial Intelligence

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