Lyapunov exponents for finite state nonlinear filtering

被引:43
作者
Atar, R
Zeitouni, O
机构
[1] Department of Electrical Engineering, Technion-Israel Inst. of Technology
关键词
Lyapunov exponents; nonlinear filtering; Wonham's equation; Feynman-Kac formula;
D O I
10.1137/S0363012994272046
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Consider the Wonham optimal filtering problem for a finite state ergodic Markov process in both discrete and continuous time, and let a be the noise intensity for the observation. We examine the sensitivity of the solution with respect to the filter's initial conditions in terms of the gap between the first two Lyapunov exponents of the Zakai equation for the unnormalized conditional probability. This gap is studied in the limit as sigma --> 0 by techniques involving considerations of nonlinear filtering and the stochastic Feynman-Kac formula. Conditions are given for the limit to be either negative or -infinity. Asymptotic bounds are derived in the latter case.
引用
收藏
页码:36 / 55
页数:20
相关论文
共 10 条
[1]  
[Anonymous], 1991, APPL STOCHASTIC ANAL
[2]  
BROCKETT RW, 1981, STOCHASTIC SYSTEMS M, P441
[3]  
Carmona R., 1990, SPECTRAL THEORY RAND, DOI 10.1007/978-1-4939-0512-6_4
[4]  
COHEN JE, 1986, OSELEDECS MULTIPLICA, P23
[5]  
KUNITA H, 1981, LECT NOTES MATH, V972, P101
[6]   Asymptotic stability of the optimal filter with respect to its initial condition [J].
Ocone, D ;
Pardoux, E .
SIAM JOURNAL ON CONTROL AND OPTIMIZATION, 1996, 34 (01) :226-243
[7]  
PERES Y, 1992, ANN I H POINCARE-PR, V28, P131
[8]  
Seneta E., 1981, Non-negative Matrices and Markov Chains, V2nd
[9]  
Wonham W.M., 1965, J. SIAM Control, V2, P347
[10]  
Zeitouni O., 1986, Stochastics, V19, P133, DOI 10.1080/17442508608833421