• DocumentCode
    3044662
  • Title

    Multiplicative asymptotic expansions for filtering linear diffusions with small polynomial nonlinearities

  • Author

    Hopkins, W.E.

  • Author_Institution
    Princeton University, Princeton, New Jersey
  • fYear
    1982
  • fDate
    8-10 Dec. 1982
  • Firstpage
    195
  • Lastpage
    200
  • Abstract
    When filtering a diffusion process with small polynomial nonlinearities, the conditional density may be expanded in an additive asymptotic expansion about a Kalman filter. Because such an expansion may fail to be a probability density, finite dimensional multiplicative asymptotic expansions are developed here as an alternative approach. Using the robust version of the filtering equation, an existence theorem and upper and lower estimates for the tail behavior of the unnormalized conditional density are obtained, and error bounds are derived using an integral representation of the error and a comparison theorem for partial differential inequalitites.
  • Keywords
    Differential equations; Diffusion processes; Filtering; Integral equations; Nonlinear equations; Nonlinear filters; Partial differential equations; Polynomials; Robustness; Tail;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Decision and Control, 1982 21st IEEE Conference on
  • Conference_Location
    Orlando, FL, USA
  • Type

    conf

  • DOI
    10.1109/CDC.1982.268426
  • Filename
    4047230