• DocumentCode
    2578841
  • Title

    A resistance-based approach to consensus algorithm performance analysis

  • Author

    Garin, F. ; Lovisari, E. ; Zampieri, S.

  • Author_Institution
    INRIA, St. Ismier, France
  • fYear
    2010
  • fDate
    15-17 Dec. 2010
  • Firstpage
    5714
  • Lastpage
    5719
  • Abstract
    We study the well known linear consensus algorithm by means of a LQ-type performance cost. We want to understand how the communication topology influences this algorithm. In order to do this, we recall the analogy between Markov Chains and electrical resistive networks. By exploiting this analogy, we are able to rewrite the performance cost as the average effective resistance on a suitable network. We use this result to show that if the communication graph fulfills some local properties, then its behavior can be approximated with that of a suitable grid, over which the behavior of the cost is known.
  • Keywords
    Markov processes; graph theory; multi-agent systems; LQ-type performance cost; Markov chains; communication graph; communication topology; consensus algorithm performance analysis; electrical resistive networks; resistance-based approach; Hypercubes; Laplace equations; Lattices; Markov processes; Resistance; Symmetric matrices; Topology;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Decision and Control (CDC), 2010 49th IEEE Conference on
  • Conference_Location
    Atlanta, GA
  • ISSN
    0743-1546
  • Print_ISBN
    978-1-4244-7745-6
  • Type

    conf

  • DOI
    10.1109/CDC.2010.5717838
  • Filename
    5717838