• DocumentCode
    2277008
  • Title

    Optimal filtering for polynomial system states with polynomial multiplicative noise

  • Author

    Basin, Michael ; Perez, Joel ; Skliar, Mikhail

  • Author_Institution
    Dept. of Phys. & Math. Sci., Autonomous Univ. of Nuevo Leon
  • fYear
    2006
  • fDate
    14-16 June 2006
  • Abstract
    In this paper, the optimal filtering problem for polynomial system states with polynomial multiplicative noise over linear observations is treated proceeding from the general expression for the stochastic Ito differential of the optimal estimate and the error variance. As a result, the Ito differentials for the optimal estimate and error variance corresponding to the stated filtering problem are first derived. The procedure for obtaining a closed system of the filtering equations for any polynomial state with polynomial multiplicative noise over linear observations is then established, which yields the explicit closed form of the filtering equations in the particular cases of of a linear state equation with linear multiplicative noise and a bilinear state equation with bilinear multiplicative noise. In the example, performance of the designed optimal filter is verified for a quadratic state with a quadratic multiplicative noise over linear observations against the optimal filter for a quadratic state with a state-independent noise and a conventional extended Kalman-Bucy filter
  • Keywords
    Kalman filters; filtering theory; noise; optimal control; polynomials; stochastic systems; Kalman-Bucy filter; bilinear multiplicative noise; bilinear state equation; explicit closed form; filtering equations; linear state equation; optimal filtering; polynomial multiplicative noise; polynomial system states; quadratic multiplicative noise; quadratic state; stochastic Ito differential; Filtering; Genetic expression; Indium tin oxide; Nonlinear equations; Nonlinear filters; Polynomials; Riccati equations; State estimation; Stochastic resonance; Stochastic systems;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    American Control Conference, 2006
  • Conference_Location
    Minneapolis, MN
  • Print_ISBN
    1-4244-0209-3
  • Electronic_ISBN
    1-4244-0209-3
  • Type

    conf

  • DOI
    10.1109/ACC.2006.1656448
  • Filename
    1656448