Optimal residual evaluation for nonlinear systems using post-filter and threshold

被引:33
作者
Abid, M. [1 ]
Chen, W. [2 ]
Ding, S. X. [2 ]
Khan, A. Q. [1 ]
机构
[1] Pakistan Inst Engn & Appl Sci, Dept Elect Engn, Islamabad, Pakistan
[2] Univ Duisburg Essen, Inst Automat Control & Complex Syst, D-47057 Duisburg, Germany
关键词
fault detection rate; false alarm rate; post-filtering; threshold selection; multi-objective optimisation; nonlinear systems; three-tank system; INNER-OUTER FACTORIZATION; JACOBI-ISAACS EQUATION; FAULT-DETECTION; LMI APPROACH; DESIGN; SENSITIVITY;
D O I
10.1080/00207179.2011.561502
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The problem of residual evaluation for fault detection in nonlinear systems is addressed in this article. Using the factorisation approach, a post-filter is designed and a threshold is computed to achieve an optimal trade-off between fault detectability and the number of false alarms. Furthermore, it is shown that the proposed post-filter also guarantees H_/H(infinity) multi-objective optimisation of the residual signal. The effectiveness of the proposed method is demonstrated by fault detection of the three-tank benchmark system.
引用
收藏
页码:526 / 539
页数:14
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