Fault detection and isolation in manufacturing systems with an identified discrete event model

被引:27
|
作者
Roth, Matthias [1 ,2 ]
Schneider, Stefan [1 ]
Lesage, Jean-Jacques [2 ]
Litz, Lothar [1 ]
机构
[1] Univ Kaiserslautern, Inst Automat Control, D-67653 Kaiserslautern, Germany
[2] Ecole Normale Super, LURPA, F-94235 Cachan, France
关键词
diagnosis of discrete event systems; identification of discrete event systems; DIAGNOSIS;
D O I
10.1080/00207721.2011.649369
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this article a generic method for fault detection and isolation (FDI) in manufacturing systems considered as discrete event systems (DES) is presented. The method uses an identified model of the closed-loop of plant and controller built on the basis of observed fault-free system behaviour. An identification algorithm known from literature is used to determine the fault detection model in form of a non-deterministic automaton. New results of how to parameterise this algorithm are reported. To assess the fault detection capability of an identified automaton, probabilistic measures are proposed. For fault isolation, the concept of residuals adapted for DES is used by defining appropriate set operations representing generic fault symptoms. The method is applied to a case study system.
引用
收藏
页码:1826 / 1841
页数:16
相关论文
共 50 条
  • [1] Fault detection of Discrete-Event Systems based on an identified timed model
    de Souza, Ryan P. C.
    Moreira, Marcos, V
    Lesage, Jean-Jacques
    CONTROL ENGINEERING PRACTICE, 2020, 105
  • [2] Decentralized Fault Free Model Approach for Fault Detection and Isolation of Discrete Event Systems
    Sayed-Mouchaweh, Moamar
    EUROPEAN JOURNAL OF CONTROL, 2012, 18 (01) : 82 - 93
  • [4] Decentralized fault detection of Discrete-Event Systems using identified models
    Libanio, Diego A.
    Viana, Gustavo S.
    Moreira, Marcos V.
    IFAC PAPERSONLINE, 2024, 58 (01): : 138 - 143
  • [5] ALGEBRAIC APPROACH FOR MODEL DECOMPOSITION: APPLICATION TO FAULT DETECTION AND ISOLATION IN DISCRETE-EVENT SYSTEMS
    Berdjag, Denis
    Cocquempot, Vincent
    Christophe, Cyrille
    Shumsky, Alexey
    Zhirabok, Alexey
    INTERNATIONAL JOURNAL OF APPLIED MATHEMATICS AND COMPUTER SCIENCE, 2011, 21 (01) : 109 - 125
  • [6] Active Fault Isolation for Discrete Event Systems
    Cao, Lin
    Shu, Shaolong
    Lin, Feng
    IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2024, 69 (08) : 4988 - 5003
  • [7] 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
  • [8] Fault isolation in discrete event systems by observational abstraction
    Lawesson, D
    Nilsson, U
    Klein, I
    42ND IEEE CONFERENCE ON DECISION AND CONTROL, VOLS 1-6, PROCEEDINGS, 2003, : 5118 - 5123
  • [9] Event-triggered fault detection and isolation for discrete-time linear systems
    Hajshirmohamadi, Shahram
    Davoodi, Mohammadreza
    Meskin, Nader
    Sheikholeslam, Farid
    IET CONTROL THEORY AND APPLICATIONS, 2016, 10 (05): : 526 - 533
  • [10] Event-Based Automaton Model for identification of discrete-event systems for fault detection
    Machado, Thiago H. de M. C.
    Viana, Gustavo S.
    Moreira, Marcos V.
    CONTROL ENGINEERING PRACTICE, 2023, 134