Robust filtering under randomly varying sensor delay with variance constraints

被引:258
作者
Wang, ZD [1 ]
Ho, DWC
Liu, XH
机构
[1] Brunel Univ, Dept Informat Syst & Comp, Uxbridge UB8 3PH, Middx, England
[2] City Univ Hong Kong, Dept Math, Hong Kong, Hong Kong, Peoples R China
来源
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS | 2004年 / 51卷 / 06期
关键词
algebraic matrix inequality; Kalman filtering; parameter uncertainity; random sensor delay; robust filtering;
D O I
10.1109/TCSII.2004.829572
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper deals with a new filtering problem for linear uncertain discrete-time stochastic systems with randomly varying sensor delay. The norm-bounded parameter uncertainties enter into the system matrix of the state space model. The system measurements are subject to randomly varying sensor delays, Which often occur in information transmissions through networks. The problem addressed is the design of a linear filter such that, for all admissible parameter uncertainties and all probabilistic sensor delays, the error state of the filtering process is mean square bounded, and the steady-state variance of the estimation error for each state is not more than the individual prescribed upper bound. We show that the filtering problem under consideration can,effectively be solved if there are positive definite solutions to a couple of algebraic Riccati-like inequalities or linear matrix inequalities. We also characterize the set of desired robust filters in terms of some free parameters. An illustrative numerical example is used to demonstrate the usefulness and flexibility of the proposed design approach.
引用
收藏
页码:320 / 326
页数:7
相关论文
共 21 条
[1]   ALMOST SURE BOUNDEDNESS OF RANDOMLY SAMPLED SYSTEMS [J].
AGNIEL, RG ;
JURY, EI .
SIAM JOURNAL ON CONTROL, 1971, 9 (03) :372-&
[2]  
[Anonymous], 1986, STOCHASTIC OPTIMAL C
[3]  
BENISRAEL A, 1974, GEN INVERSES THEORY
[4]   OPTIMAL ESTIMATION OF LINEAR DISCRETE-TIME-SYSTEMS WITH STOCHASTIC PARAMETERS [J].
DEKONING, WL .
AUTOMATICA, 1984, 20 (01) :113-115
[5]   Finite-horizon robust Kalman filter design [J].
Fu, MY ;
de Souza, CE ;
Luo, ZQ .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2001, 49 (09) :2103-2112
[6]  
Gahinet P., 1995, LMI Control Toolbox
[7]  
Li HZ, 1997, IEEE T SIGNAL PROCES, V45, P2338, DOI 10.1109/78.622956
[8]  
MALEKZAVAREI M, 1987, TIME DELAY SYSTEMS
[9]  
NICULESCU SI, 1998, STABILITY CONTROL TI, V228, P1
[10]   Robust H∞ filtering for uncertain discrete-time state-delayed systems [J].
Palhares, RM ;
de Souza, CE ;
Peres, PLD .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2001, 49 (08) :1696-1703