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On Krause's Multi-Agent Consensus Model With State-Dependent Connectivity

Authors :
Julien M. Hendrickx
John N. Tsitsiklis
Vincent D. Blondel
UCL - FSA/INMA - Département d'ingénierie mathématique
Source :
IEEE Transactions on Automatic Control, Vol. 54, no. 11, p. 2586-2597 (2009)
Publication Year :
2009
Publisher :
Ieee-inst Electrical Electronics Engineers Inc, 2009.

Abstract

We study a model of opinion dynamics introduced by Krause: each agent has an opinion represented by a real number, and updates its opinion by averaging all agent opinions that differ from its own by less than one. We give a new proof of convergence into clusters of agents, with all agents in the same cluster holding the same opinion. We then introduce a particular notion of equilibrium stability and provide lower bounds on the inter-cluster distances at a stable equilibrium. To better understand the behavior of the system when the number of agents is large, we also introduce and study a variant involving a continuum of agents, obtaining partial convergence results and lower bounds on inter-cluster distances, under some mild assumptions.

Details

Language :
English
Database :
OpenAIRE
Journal :
IEEE Transactions on Automatic Control, Vol. 54, no. 11, p. 2586-2597 (2009)
Accession number :
edsair.doi.dedup.....4655baccfc3d38361daf4cb7965c9b5d