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
Link To Document :
بازگشت