TIME-REVERSION OF A HYBRID STATE STOCHASTIC DIFFERENCE SYSTEM WITH A JUMP-LINEAR SMOOTHING APPLICATION

被引:25
作者
BLOM, HAP [1 ]
BARSHALOM, Y [1 ]
机构
[1] UNIV CONNECTICUT, DEPT ELECT & SYST ENGN, STORRS, CT 06269 USA
关键词
44;
D O I
10.1109/18.53743
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
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 non-Gaussian 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. © 1990 IEEE
引用
收藏
页码:836 / 847
页数:12
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