• DocumentCode
    835474
  • Title

    Edgeworth expansions in state perturbation estimation

  • Author

    Willman, Warren W.

  • Author_Institution
    Naval Research Laboratory, Washington, DC, USA
  • Volume
    26
  • Issue
    2
  • fYear
    1981
  • fDate
    4/1/1981 12:00:00 AM
  • Firstpage
    493
  • Lastpage
    498
  • Abstract
    A formal asymptotic Hermite series expansion is developed for the conditional state density in a scalar estimation problem which differs from the standard Kalman filtering context only by the addition of a small quadratic term in the dynamicss. This case is one that might result from a higher order description of perturbations in a more general state estimation situation. The parameters of the expansion here are generated recursively from the measurement data by an initial value system of 3 n ordinary differential equations for an expansion of n th order asymptotic accuracy in the coefficient of the above quadratic term. To at least third order, this expansion has the special form of the standard Edgeworth expansion of corresponding order for the conditional state density, and its parameters can be expressed in terms of this density\´s cumulants, which are generated by a simpler set of recursive equations.
  • Keywords
    State estimation, nonlinear systems; Additive noise; Additive white noise; Current measurement; Density measurement; Differential equations; Filtering; Kalman filters; Noise measurement; Standards development; State estimation;
  • fLanguage
    English
  • Journal_Title
    Automatic Control, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9286
  • Type

    jour

  • DOI
    10.1109/TAC.1981.1102633
  • Filename
    1102633