• DocumentCode
    3040516
  • Title

    Singular perturbation, state aggregation, and nonlinear filtering

  • Author

    Hijab, O. ; Sastry, S.

  • Author_Institution
    Case Western Reserve University, Cleveland, OH
  • fYear
    1981
  • fDate
    16-18 Dec. 1981
  • Firstpage
    590
  • Lastpage
    593
  • Abstract
    Consider a state process t ?? x??(t) evolving in Rn whose motion is that of a pure jump process in Rn, in the 0(1) time scale, upon which is super -imposed a continuous motion along the orbits of a gradient-like vector field g in Rn, in the 0(1/??) time scale i.e. the infinitesimal generator of the state process is of the form L + (1/??)g. If we consider observations of the form dy = h(x??(t))dt + db(t), t ?? 0, then for each ?? > 0 the corresponding nonlinear filter is infinite dimensional. We show however that the projected motion t ?? x-??(t) onto the equilibrium points of g is, in the limit as ?? ?? 0, a finite-state process governed by some explicit L- on the finite state space consisting of the equilibrium points of g. We then show that the corresponding filters converge to a finite-state Wonham filter.
  • Keywords
    Laboratories; Markov processes; Mathematics;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Decision and Control including the Symposium on Adaptive Processes, 1981 20th IEEE Conference on
  • Conference_Location
    San Diego, CA, USA
  • Type

    conf

  • DOI
    10.1109/CDC.1981.269275
  • Filename
    4047000