JOURNAL ARTICLE

Mean square average consensus of multi-agent systems with time-varying topologies and stochastic communication noises

Abstract

This paper investigates the average-consensus problem of first-order discrete-time multi-agent networks in uncertain communication environments. Each agent can only use its own and neighbors' information with stochastic communication noises to design its control input. To attenuate the noises, a distributed stochastic approximation type protocol is proposed. By using probability limit theory and algebraic graph theory, consensus conditions for this kind of protocols are obtained. A necessary and sufficient condition for mean square average-consensus is given for the case of fixed topologies; and sufficient conditions are given for the case of time-varying topologies. Especially, if the network switches between jointly-containing-spanning-tree, balanced graphs, then the designed protocol can guarantee that each individual state converges in mean square to a common random variable, whose expectation is right the average of the initial states of the whole system.

Keywords:
Network topology Mean square Multi-agent system Computer science Stochastic process Square (algebra) Topology (electrical circuits) Mathematics Computer network Statistics Artificial intelligence Combinatorics

Metrics

13
Cited By
2.23
FWCI (Field Weighted Citation Impact)
33
Refs
0.91
Citation Normalized Percentile
Is in top 1%
Is in top 10%

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
Opportunistic and Delay-Tolerant Networks
Physical Sciences →  Computer Science →  Computer Networks and Communications

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