All linear methods are equal-and extendible to (some) nonlinearities

被引:10
作者
Gertler, J [1 ]
机构
[1] George Mason Univ, Sch Informat Technol & Engn, Fairfax, VA 22030 USA
关键词
fault detection and diagnosis; nonlinear systems; parity relations; diagnostic observers; principal component analysis; parameter estimation;
D O I
10.1002/rnc.712
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Several linear methods of residual generation for fault detection and diagnosis are reviewed. The parity relation approach is introduced in some detail, for both additive and parametric faults. The Chow-Willsky scheme, various diagnostic observers and principal component analysis are compared to the additive version. The 'local approach' and the least-squares estimation of parameter changes are shown to be related to the parametric variant. Nonlinear extensions are demonstrated for all the techniques under additive faults. Copyright (C) 2002 John Wiley Sons, Ltd.
引用
收藏
页码:629 / 648
页数:20
相关论文
共 28 条
[1]  
[Anonymous], AICHE M SAN FRANC
[2]   On-board component fault detection and isolation using the statistical local approach [J].
Basseville, M .
AUTOMATICA, 1998, 34 (11) :1391-1415
[3]   ANALYTICAL REDUNDANCY AND THE DESIGN OF ROBUST FAILURE-DETECTION SYSTEMS [J].
CHOW, EY ;
WILLSKY, AS .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1984, 29 (07) :603-614
[4]  
Cocquempot V., 2000, IFAC SAF S BUD HUNG, P232
[5]  
DELMAIRE G, 1994, IEEE DECIS CONTR P, P2279, DOI 10.1109/CDC.1994.411478
[6]  
FRANK P, 2000, IFAC SAF S BUD HUNG
[7]   FAULT-DIAGNOSIS IN DYNAMIC-SYSTEMS USING ANALYTICAL AND KNOWLEDGE-BASED REDUNDANCY - A SURVEY AND SOME NEW RESULTS [J].
FRANK, PM .
AUTOMATICA, 1990, 26 (03) :459-474
[8]   MODEL-BASED DIAGNOSIS FOR AUTOMOTIVE ENGINES - ALGORITHM DEVELOPMENT AND TESTING ON A PRODUCTION VEHICLE [J].
GERTLER, J ;
COSTIN, M ;
FANG, XW ;
KOWALCZUK, Z ;
KUNWER, M ;
MONAJEMY, R .
IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 1995, 3 (01) :61-69
[9]   Designing dynamic consistency relations for fault detection and isolation [J].
Gertler, J .
INTERNATIONAL JOURNAL OF CONTROL, 2000, 73 (08) :720-732
[10]   Isolation enhanced principal component analysis [J].
Gertler, J ;
Li, WH ;
Huang, YB ;
McAvoy, T .
AICHE JOURNAL, 1999, 45 (02) :323-334