• DocumentCode
    1378873
  • Title

    Time-reversion of a hybrid state stochastic difference system with a jump-linear smoothing application

  • Author

    Blom, Henk A P ; Bar-Shalom, Yaakov

  • Author_Institution
    Nat. Aerosp. Lab. NLR, Amsterdam, Netherlands
  • Volume
    36
  • Issue
    4
  • fYear
    1990
  • fDate
    7/1/1990 12:00:00 AM
  • Firstpage
    836
  • Lastpage
    847
  • Abstract
    The reversion in time of a stochastic difference equation in a hybrid space with a Markovian solution is presented. The reversion is obtained by a martingale approach, which previously led to reverse time forms for stochastic equations with Gauss-Markov or diffusion solutions. The reverse time equations follow from a particular noncanonical martingale decomposition, while the reverse time equations for Gauss-Markov and diffusion solutions followed from the canonical martingale decomposition. The need for this noncanonical decomposition stems from the hybrid state-space situation. Moreover, the nonGaussian discrete-time situation leads to reverse time equations that incorporate a Bayesian estimation step. The latter step is carried out for linear systems with Markovian switching coefficients, and the result is shown to provide the solution to the problem of fixed-interval smoothing. For an application of this smoothing approach to a trajectory with sudden maneuvers, simulation results are given to illustrate the practical use of the reverse time equations obtained
  • Keywords
    Bayes methods; Markov processes; difference equations; filtering and prediction theory; information theory; Bayesian estimation; Markovian solution; Markovian switching coefficients; difference equation; filtering; fixed-interval smoothing; hybrid state stochastic difference system; hybrid state-space situation; jump-linear smoothing application; linear systems; martingale approach; nonGaussian discrete-time situation; noncanonical martingale decomposition; reverse time equations; time reversion; Bayesian methods; Difference equations; Gaussian processes; Markov processes; Matched filters; Nonlinear equations; Smoothing methods; State-space methods; Stochastic processes; Stochastic systems;
  • fLanguage
    English
  • Journal_Title
    Information Theory, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9448
  • Type

    jour

  • DOI
    10.1109/18.53743
  • Filename
    53743