• DocumentCode
    3032519
  • Title

    Group invariance methods in nonlinear filtering of diffusion processes

  • Author

    Baras, J.S.

  • Author_Institution
    University of Maryland, College Park, Maryland
  • fYear
    1980
  • fDate
    10-12 Dec. 1980
  • Firstpage
    72
  • Lastpage
    79
  • Abstract
    Given two "nonlinear filtering problems" described by the processes dx (t)i = fi (xi(t)) dt+gi (xi(t))dwi(t) i=1,2, dx (t)i = hi (xi(t)) dt+dvi(t), we define a notion of strong equivalence relating the solutions to the corresponding Mortensen-Zakai equations dui (t,x) = Lui i(t,x)dt + Li iui (t,x)dyt i, i=1,2, which allows solution of one problem to be obtained easily from solutions of the other. We give a geometric picture of this equivalence as a group of local transformations acting on manifolds of solutions. We then show that by knowing the full invariance group of the time invariant equations dui (t,x) = Lui i (t,x)dt, i=1,2, we can analyze strong equivalence for the filtering problems. In particular if the two time invariant parabolic operators are in the same orbit of the invariance group we can show strong equivalence for the filtering problems. As a result filtering problems are separated into equivalent classes which correspond to orbits of invariance groups of parabolic operators. As specific example we treat V. Bene??\´s case establishing from this point of view the necessity of the Riccati equation.
  • Keywords
    Differential equations; Diffusion processes; Educational institutions; Filtering theory; Information filtering; Nonlinear equations; Riccati equations; Signal processing; Statistical analysis; Stochastic processes;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Decision and Control including the Symposium on Adaptive Processes, 1980 19th IEEE Conference on
  • Conference_Location
    Albuquerque, NM, USA
  • Type

    conf

  • DOI
    10.1109/CDC.1980.272022
  • Filename
    4046620