Optimal stochastic fault detection filter

被引:87
作者
Chen, RH [1 ]
Mingori, DL [1 ]
Speyer, JL [1 ]
机构
[1] Univ Calif Los Angeles, Dept Mech & Aerosp Engn, Los Angeles, CA 90095 USA
基金
美国国家航空航天局;
关键词
fault detection and identification; analytical redundancy; unknown input observer; robust fault detection filter; time-varying system; perturbation theory;
D O I
10.1016/S0005-1098(02)00245-5
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 [计算机科学与技术];
摘要
A fault detection and identification algorithm, called optimal stochastic fault detection filter, is determined. The objective of the filter is to detect a single fault, called the target fault, and block other faults, called the nuisance faults, in the presence of the process and sensor noises. The filter is derived by maximizing the transmission from the target fault to the projected output error while minimizing the transmission from the nuisance faults. Therefore, the residual is affected primarily by the target fault and minimally by the nuisance faults. The transmission from the process and sensor noises is also minimized so that the filter is robust with respect to these disturbances. It is shown that the filter recovers the geometric structure of the unknown input observer in the limit where the weighting on the nuisance fault transmission goes to infinity. Further, the asymptotic behavior of the filter near the limit is determined by using a perturbation method. Filter designs can be obtained for both time-invariant and time-varying systems. (C) 2002 Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:377 / 390
页数:14
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