Abstract | ||
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A cluster consensus system is a multiagent system in which autonomous agents communicate to form groups, and agents within the same group converge to the same point, called the clustering point. We introduce in this paper a class of cluster consensus dynamics, termed G-clustering dynamics for G a point group, in which the autonomous agents can form as many as vertical bar G vertical bar clusters and, moreover, the associated ICI clustering points exhibit a geometric symmetry induced by the point group. The definition of a G-clustering dynamics relies on the use of the so-called voltage graph: a G-voltage graph is a directed graph (digraph) together with a map assigning elements of a group G to the edges of the digraph. For example, in the case when G = {-1, 1}, i.e., the cyclic group of order 2, a voltage graph is nothing but a signed graph. G-clustering dynamics can then be viewed as a generalization of the so-called Altafini's model, which was originally defined over a signed graph, by defining the dynamics over a voltage graph. One of the main contributions of this paper is to identify a necessary and sufficient condition for the exponential convergence of a G-clustering dynamics. Various properties of voltage graphs that are necessary for establishing the convergence result are also investigated, some of which might be of independent interest in topological graph theory. |
Year | DOI | Venue |
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2017 | 10.1137/16M1070876 | SIAM JOURNAL ON CONTROL AND OPTIMIZATION |
Keywords | Field | DocType |
decentralized systems,cluster consensus,voltage graphs,point groups,exponential convergence | Mathematical optimization,Autonomous agent,Point group,Theoretical computer science,Cluster analysis,Exponential convergence,Homogeneous space,Mathematics | Journal |
Volume | Issue | ISSN |
55 | 6 | 0363-0129 |
Citations | PageRank | References |
0 | 0.34 | 0 |
Authors | ||
3 |
Name | Order | Citations | PageRank |
---|---|---|---|
Xudong Chen | 1 | 90 | 21.40 |
Mohamed-Ali Belabbas | 2 | 95 | 14.28 |
Tamer Basar | 3 | 3497 | 402.11 |