Discrete-time approximation of Wonhain filters

被引:0
作者
Gang George YIN
机构
[1] Deparmaent of Mathematics
[2] Wayne State University
[3] Detroit
[4] MI
[5] US
关键词
Wonham filter; Approximation; Weak convergence;
D O I
暂无
中图分类号
TP13 [自动控制理论];
学科分类号
0711 ; 071102 ; 0811 ; 081101 ; 081103 ;
摘要
<正> A continuous-rime finite-state Markov chain observed in white noise is considered. The well-known result of Wonham filter provides a formula for obtaining posterior probabilities. Although the filter is of finite dimension, numerical schemes are needed in applications because of the nonlinearity and because the observations are frequently collected in discrete moments. In this work, we develop approximation schemes of Wonham filters by constructing discrete-time recursive algorithms. We prove the convergence of the algorithm by weak convergence method and martingale averaging techniques. Numerical experiments are also famished to demonstrate the performance of our algorithms.
引用
收藏
页码:1 / 10
页数:10
相关论文
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[1]  
Discrete-time singularly perturbed Markov chains: aggregation, occupation measures, and switching diffusion limit[J] . G. Yin,Q. Zhang,G. Badowski.Advances in Applied Probability . 2003 (2)