Exponential stability for nonlinear filtering of diffusion processes in a noncompact domain

被引:25
作者
Atar, R [1 ]
机构
[1] Technion Israel Inst Technol, Dept Elect Engn, IL-32000 Haifa, Israel
关键词
nonlinear filtering; exponential stability; conditional density bounds;
D O I
10.1214/aop/1022855873
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
The optimal nonlinear filtering problem for a diffusion process in a noncompact domain, observed in white noise, is considered. It is assumed that the process is ergodic, the diffusion coefficient is constant and the observation is linear. Using known bounds on the conditional density, it is shown that when the observation noise is sufficiently small, the filter is exponentially stable, and that the decay rate of the total variation distance between differently initialized filtering processes tends to infinity as the noise intensity approaches zero.
引用
收藏
页码:1552 / 1574
页数:23
相关论文
共 21 条
[1]  
[Anonymous], 1991, APPL STOCHASTIC ANAL
[2]   Exponential stability for nonlinear filtering [J].
Atar, R ;
Zeitouni, O .
ANNALES DE L INSTITUT HENRI POINCARE-PROBABILITES ET STATISTIQUES, 1997, 33 (06) :697-725
[3]   Lyapunov exponents for finite state nonlinear filtering [J].
Atar, R ;
Zeitouni, O .
SIAM JOURNAL ON CONTROL AND OPTIMIZATION, 1997, 35 (01) :36-55
[4]  
ATAR R, 1998, IN PRESS STOCHASTIC
[5]  
Bougerol P., 1985, PRODUCTS RANDOM MATR
[6]   Exponential stability of discrete-time filters for bounded observation noise [J].
Budhiraja, A ;
Ocone, D .
SYSTEMS & CONTROL LETTERS, 1997, 30 (04) :185-193
[7]  
BUDHIRAJA A, 1998, IN PRESS SIAM J CONT
[8]  
BUDHIRAJA A, 1997, APPROX LIMIT RESULTS
[9]  
CEROU F, 1995, CR ACAD SCI I-MATH, V321, P469
[10]  
CLARK JMC, 1998, IN PRESS MATH CONTOL