• DocumentCode
    3640256
  • Title

    Consensus with constrained convergence rate: Agreement in communities

  • Author

    Constantin-Irinel Morărescu;Antoine Girard

  • Author_Institution
    Laboratoire Jean Kuntzmann, Université
  • fYear
    2010
  • Firstpage
    6311
  • Lastpage
    6316
  • Abstract
    The study focuses on a class of discrete-time multi-agent systems modelling opinion dynamics with decaying confidence. Essentially, we propose an agreement protocol that impose a prescribed convergence rate. Under that constraint, global consensus may not be achieved and only local agreements may be reached. The agents reaching a local agreement form communities inside the network. In this paper, we analyze this opinion dynamics model: we show that communities correspond to asymptotically connected component of the network and give an algebraic characterization of communities in terms of eigenvalues of the matrix defining the collective dynamics. An example shows the effectiveness of the proposed model for community detection in graphs.
  • Keywords
    "Communities","Eigenvalues and eigenfunctions","Equations","Convergence","Mathematical model","Multiagent systems","Analytical models"
  • Publisher
    ieee
  • Conference_Titel
    Decision and Control (CDC), 2010 49th IEEE Conference on
  • ISSN
    0743-1546
  • Print_ISBN
    978-1-4244-7745-6
  • Type

    conf

  • DOI
    10.1109/CDC.2010.5717635
  • Filename
    5717635