NOVEL OPTIMAL RECURSIVE FILTER FOR STATE AND FAULT ESTIMATION OF LINEAR STOCHASTIC SYSTEMS WITH UNKNOWN DISTURBANCES

被引:22
|
作者
Khemiri, Karim [1 ]
Ben Hmida, Faycal [1 ]
Ragot, Jose [2 ]
Gossa, Moncef [1 ]
机构
[1] High Sch Sci & Tech Tunis ESSTT, Res Unit Control Monitoring & Safety Syst C3S, Tunis 1008, Tunisia
[2] Nancy Univ, CNRS, Res Ctr Automat Nancy CRAN, F-54506 Vandoeuvre Les Nancy, France
关键词
Kalman filtering; minimum-variance estimation; state estimation; fault estimation; unknown disturbances; linear discrete-time systems; MINIMUM-VARIANCE ESTIMATION; INPUT;
D O I
10.2478/v10006-011-0049-3
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper studies recursive optimal filtering as well as robust fault and state estimation for linear stochastic systems with unknown disturbances. It proposes a new recursive optimal filter structure with transformation of the original system. This transformation is based on the singular value decomposition of the direct feedthrough matrix distribution of the fault which is assumed to be of arbitrary rank. The resulting filter is optimal in the sense of the unbiased minimum-variance criteria. Two numerical examples are given in order to illustrate the proposed method, in particular to solve the estimation of the simultaneous actuator and sensor fault problem and to make a comparison with the existing literature results.
引用
收藏
页码:629 / 637
页数:9
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