On the fault diagnosis problem for non-linear systems: A fuzzy sliding-mode observer approach

被引:6
作者
Castillo-Toledo, B. [1 ]
Di Gennaro, S. [2 ,3 ]
Anzurez-Marin, J. [4 ]
机构
[1] CINVESTAV, IPN, Unidad Guadalajara, Zapopan 45010, Jalisco, Mexico
[2] Univ Aquila, Ctr Excellence DEWS, I-67100 Laquila, Italy
[3] Univ Aquila, Elect & Informat Engn Dept, I-67100 Laquila, Italy
[4] Univ Michoacana, Dept Elect Engn, Morelia, Michoacan, Mexico
关键词
Fault diagnosis; Fuzzy system; Takagi-Sugeno fuzzy models; Fuzzy Observers; REDUNDANCY;
D O I
10.3233/IFS-2009-0427
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper we propose a solution to the model-based fault diagnosis problem for the class of non-linear dynamic systems subjected to be described by a Takagi-Sugeno fuzzy model. A fuzzy observer is designed to estimate the system's state vector and to derive a diagnostic signal-residual. The residual is generated by the comparison of the measured and the estimated outputs. The proposed scheme has been satisfactorily tested in simulation and in a real-time benchmark given by a Two-Tank Hydraulic System.
引用
收藏
页码:187 / 199
页数:13
相关论文
共 22 条
[1]  
Akhenak A, 2003, 42ND IEEE CONFERENCE ON DECISION AND CONTROL, VOLS 1-6, PROCEEDINGS, P953
[2]  
Alcorta-García E, 2003, PROCEEDINGS OF THE 2003 IEEE INTERNATIONAL SYMPOSIUM ON INTELLIGENT CONTROL, P673
[3]   Real-time nonlinear system regulation via TS fuzzy control [J].
Begovich, O ;
Sánchez, EN ;
Maldonado, M .
18TH INTERNATIONAL CONFERENCE OF THE NORTH AMERICAN FUZZY INFORMATION PROCESSING SOCIETY - NAFIPS, 1999, :645-649
[4]  
Boyd S., 1994, LINEAR MATRIX INEQUA
[5]  
Chen J, 2012, ROBUST MODEL BASED F
[6]   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
[7]   Sliding mode observers for fault detection and isolation [J].
Edwards, C ;
Spurgeon, SK ;
Patton, RJ .
AUTOMATICA, 2000, 36 (04) :541-553
[8]  
Edwards C., 1998, Sliding Mode Control. Theory and Applications
[9]   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
[10]   Deterministic nonlinear observer-based approaches to fault diagnosis: A survey [J].
Garcia, EA ;
Frank, PM .
CONTROL ENGINEERING PRACTICE, 1997, 5 (05) :663-670