Fault detection, isolation and identification for hybrid systems with unknown mode changes and fault patterns

被引:12
|
作者
Yu, Ming [1 ]
Wang, Danwei [1 ]
Luo, Ming [2 ]
Zhang, Danhong [2 ]
Chen, Qijun [3 ]
机构
[1] Nanyang Technol Univ, EXQUISITUS, Ctr E City, Sch Elect & Elect Engn, Singapore, Singapore
[2] Singapore Inst Mfg Technol Singapore, Singapore, Singapore
[3] Tongji Univ, Coll Elect & Informat Engn, Shanghai, Peoples R China
关键词
Multiple fault detection; Fault pattern; Hybrid system; Mode change; Fault identification; Hybrid differential evolution; DIFFERENTIAL EVOLUTION; DIAGNOSIS;
D O I
10.1016/j.eswa.2012.01.103
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This article presents a solution to the problem of multiple fault detection, isolation and identification for hybrid systems without information on mode change and fault patterns. Multiple faults of different patterns are considered in a complex hybrid system and these faults can happen either in a detectable mode or in a non-detectable mode. A method for multiple fault isolation is introduced for situation of lacking information on fault pattern and mode change. The nature of faults in a monitored system can be classified as abrupt faults and incipient faults. Under abrupt fault assumption, i.e. constant values for fault parameters, fault identification is inappropriate to handle cases related to incipient fault. Without information on fault nature, it is difficult to achieve fault estimation. Situation is further complicated when mode change is unknown after fault occurrence. In this work, fault pattern is represented by a binary vector to reduce computational complexity of fault identification. Mode change is parameterized as a discontinuous function. Based on these new representations, a multiple hybrid differential evolution algorithm is developed to identify fault pattern vector, abrupt fault parameter/incipient fault dynamic coefficient, and mode change indexes. Simulation and experiment results are reported to validate the proposed method. (c) 2012 Elsevier Ltd. All rights reserved.
引用
收藏
页码:9955 / 9965
页数:11
相关论文
共 50 条
  • [41] Fault detection, isolation and reconstruction for descriptor systems
    Yeu, TK
    Kim, HS
    Kawaji, S
    ASIAN JOURNAL OF CONTROL, 2005, 7 (04) : 356 - 367
  • [42] Robust Fault Detection and Isolation for Stochastic Systems
    George, Jemin
    Gregory, Irene M.
    2010 AMERICAN CONTROL CONFERENCE, 2010, : 5421 - 5426
  • [43] Fault Detection and Isolation for Linear Structured Systems
    Jia, Jiajia
    Trentelman, Harry L.
    Camlibel, M. Kanat
    IEEE CONTROL SYSTEMS LETTERS, 2020, 4 (04): : 874 - 879
  • [44] Fault Detection and Isolation in Critical Infrastructure Systems
    Puig, Vicenc
    Escobet, Teresa
    Sarrate, Ramon
    Quevedo, Joseba
    CRITICAL INFORMATION INFRASTRUCTURES SECURITY (CRITIS 2014), 2016, 8985 : 3 - 12
  • [45] Fault Detection and Isolation in Singular Bilinear Systems
    Mansourinasab, S.
    Askari, J.
    2013 3RD INTERNATIONAL CONFERENCE ON CONTROL, INSTRUMENTATION, AND AUTOMATION (ICCIA), 2013, : 317 - 322
  • [46] Fault Detection and Isolation for State Affine Systems
    Hammouri, H.
    Kinnaert, M.
    El Yaagoubi, E. H.
    EUROPEAN JOURNAL OF CONTROL, 1998, 4 (01) : 2 - 16
  • [47] Fault Detection and Isolation of Linear Impulsive Systems
    Meskin, Nader
    Khorasani, K.
    PROCEEDINGS OF THE 48TH IEEE CONFERENCE ON DECISION AND CONTROL, 2009 HELD JOINTLY WITH THE 2009 28TH CHINESE CONTROL CONFERENCE (CDC/CCC 2009), 2009, : 6982 - 6987
  • [48] Stochastic Petri Net Identification for the Fault Detection and Isolation of Discrete Event Systems
    Lefebvre, Dimitri
    Leclercq, Edouard
    IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS, 2011, 41 (02): : 213 - 225
  • [49] Robust design of fault detection and isolation systems
    Romano, Daniele
    Kinnaert, Michel
    QUALITY AND RELIABILITY ENGINEERING INTERNATIONAL, 2006, 22 (05) : 527 - 538
  • [50] Fault Detection and Isolation of Linear Impulsive Systems
    Meskin, N.
    Khorasani, K.
    IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2011, 56 (08) : 1905 - 1910