Linear optimal filtering for discrete-time systems with random jump delays

被引:39
|
作者
Han, Chunyan [1 ]
Zhang, Huanshui [1 ]
机构
[1] Shandong Univ, Sch Control Sci & Engn, Jinan 250061, Peoples R China
关键词
Optimal filtering; Discrete-time system; Markov jump delay; Reorganized innovation analysis; Riccati equations; STATE ESTIMATION; STABILITY;
D O I
10.1016/j.sigpro.2008.12.016
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 is concerned with the dynamic Markov jump filters for discrete-time system with random delays in the observations. It is assumed that the delay process is modeled as a finite state Markov chain. To overcome the difficulty of estimation caused by the random delays, the single random delayed measurement system is firstly rewritten as the multiplicative noise constant-delay system. Then, by applying the measurement reorganization approach, the system is further transformed into the delay-free one with Markov jump parameters. Finally, the estimator is derived by using the standard Markov jump filter theories. It is interesting to show that the presented filter for the system with random jump delays can be designed by performing two sets of standard Riccati equations with the same dimension as that of the original system. A simulation example is given to illustrate the effectiveness of the proposed result. (c) 2009 Elsevier B.V. All rights reserved.
引用
收藏
页码:1121 / 1128
页数:8
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