• DocumentCode
    836539
  • Title

    Efficient time propagation of U-D covariance factors

  • Author

    Bierman, G.J.

  • Author_Institution
    Factorized Estimation Applications, Incorporated, Canoga Park, CA, USA
  • Volume
    26
  • Issue
    4
  • fYear
    1981
  • fDate
    8/1/1981 12:00:00 AM
  • Firstpage
    890
  • Lastpage
    894
  • Abstract
    Time propagation of the Kalman filter covariance matrix involves an operation of the form \\Phi P \\Phi ^{T} . For many applications \\Phi has a block triangular structure. When the filter implementation employs U-D covariance factorization (i.e., recursions for U and D are used, where P=UDU^{T} , with U unit upper triangular and D diagonal) this matrix structure can be used to reduce the computation cost of time propagation. The contribution of this paper is a streamlined Gram-Schmidt orthogonalization algorithm that can dramatically reduce U-D time update computation costs.
  • Keywords
    Covariance matrices; Kalman filtering; Automatic control; Cement industry; Control systems; Covariance matrix; Filters; Industrial control; Laboratories; Process control; Raw materials; Stochastic processes;
  • fLanguage
    English
  • Journal_Title
    Automatic Control, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9286
  • Type

    jour

  • DOI
    10.1109/TAC.1981.1102737
  • Filename
    1102737