• DocumentCode
    2887958
  • Title

    Asymptotics of the invariant measure in mean field models with jumps

  • Author

    Borkar, Vivek Shripad ; Sundaresan, Rajesh

  • Author_Institution
    Indian Inst. of Technol. Bombay, Mumbai, India
  • fYear
    2011
  • fDate
    28-30 Sept. 2011
  • Firstpage
    1258
  • Lastpage
    1263
  • Abstract
    We consider the asymptotics of the invariant measure for the process of spatial distribution of N coupled Markov chains in the limit of a large number of chains. Each chain reflects the stochastic evolution of one particle. The chains are coupled through the dependence of transition rates on the spatial distribution of particles in the various states. Our model is a caricature for medium access interactions in wireless local area networks. Our model is also applicable in the study of spread of epidemics in a network. The limiting process satisfies a deterministic ordinary differential equation called the McKean-Vlasov equation. When this differential equation has a unique globally asymptotically stable equilibrium, the spatial distribution converges weakly to this equilibrium. Using a control-theoretic approach, we examine the question of a large deviation from this equilibrium.
  • Keywords
    Markov processes; differential equations; wireless LAN; Markov chains; McKean-Vlasov equation; control-theoretic approach; deterministic ordinary differential equation; epidemics spread; invariant measure asymptotics; jumps; mean field models; medium access interactions; particle spatial distribution; particle stochastic evolution; spatial distribution process; wireless local area networks; Approximation methods; Atmospheric measurements; Equations; Markov processes; Mathematical model; Noise measurement; Particle measurements; McKean-Vlasov equation; decoupling approximation; fluid limit; invariant measure; mean field limit; small noise limit; stationary measure; stochastic Liouville equation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Communication, Control, and Computing (Allerton), 2011 49th Annual Allerton Conference on
  • Conference_Location
    Monticello, IL
  • Print_ISBN
    978-1-4577-1817-5
  • Type

    conf

  • DOI
    10.1109/Allerton.2011.6120312
  • Filename
    6120312