Modular Modeling for the Diagnostic of Complex Discrete-Event Systems

For the complex systems, the development of a methodology of fault diagnosis is important. Indeed, for such systems, an efficient diagnosis contributes to the improvement of the availability, the growth of production, and, of course, the reduction of maintenance costs. It is a key action in the impr...

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Published inIEEE transactions on automation science and engineering Vol. 10; no. 4; pp. 1101 - 1123
Main Authors Gascard, Eric, Simeu-Abazi, Zineb
Format Journal Article
LanguageEnglish
Published New York IEEE 01.10.2013
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Institute of Electrical and Electronics Engineers
Subjects
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ISSN1545-5955
1558-3783
DOI10.1109/TASE.2012.2229707

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Abstract For the complex systems, the development of a methodology of fault diagnosis is important. Indeed, for such systems, an efficient diagnosis contributes to the improvement of the availability, the growth of production, and, of course, the reduction of maintenance costs. It is a key action in the improvement of performance of industrial feature. This paper proposes a new approach to diagnose complex systems modeled by communicating timed automata. Each component has been modeled separately by a timed automaton integrating various operating modes while the communication between the various components is carried out by the control module. Starting from each module of the complex system, a single deterministic automaton, called a diagnoser, is constructed that uses observable events to detect the occurrence of a failure. This modeling formalism provides means for formal verification of the complex system model and its diagnoser. The model-checking methods are used to check correctness properties. The steps of the method are described by an algorithm and illustrated through a batch neutralization process. The implementation of the algorithm is also discussed.
AbstractList For the complex systems, the development of a methodology of fault diagnosis is important. Indeed, for such systems, an efficient diagnosis contributes to the improvement of the availability, the growth of production, and, of course, the reduction of maintenance costs. It is a key action in the improvement of performance of industrial feature. This paper proposes a new approach to diagnose complex systems modeled by communicating timed automata. Each component has been modeled separately by a timed automaton integrating various operating modes while the communication between the various components is carried out by the control module. Starting from each module of the complex system, a single deterministic automaton, called a diagnoser, is constructed that uses observable events to detect the occurrence of a failure. This modeling formalism provides means for formal verification of the complex system model and its diagnoser. The model-checking methods are used to check correctness properties. The steps of the method are described by an algorithm and illustrated through a batch neutralization process. The implementation of the algorithm is also discussed. [PUBLICATION ABSTRACT]
For the complex systems, the development of a methodology of fault diagnosis is important. Indeed, for such systems, an efficient diagnosis contributes to the improvement of the availability, the growth of production, and, of course, the reduction of maintenance costs. It is a key action in the improvement of performance of industrial feature. This paper proposes a new approach to diagnose complex systems modeled by communicating timed automata. Each component has been modeled separately by a timed automaton integrating various operating modes while the communication between the various components is carried out by the control module. Starting from each module of the complex system, a single deterministic automaton, called a diagnoser, is constructed that uses observable events to detect the occurrence of a failure. This modeling formalism provides means for formal verification of the complex system model and its diagnoser. The model-checking methods are used to check correctness properties. The steps of the method are described by an algorithm and illustrated through a batch neutralization process. The implementation of the algorithm is also discussed.
For the complex systems, the development of a methodology of fault diagnosis is important. Indeed, for such systems, an efficient diagnosis contributes to the improvement of the availability, the growth of production and of course, the reduction of maintenance costs. It is a key action in the improvement of performance of industrial feature. This article proposes a new approach which makes it possible to diagnose complex systems thanks to a modular modelling by communicating timed automata. Indeed, each component has been modeled separately, by a timed automaton integrating these various operating modes and the communication between the various components is carried out by the control module. Starting from each module of the complex system, this approach computes a deterministic automaton, called a diagnoser that uses observable events to detect the occurrence of a failure. The steps of the method are described by algorithms and illustrated through a batch neutralization process. The issue of implementation is also discussed.
Author Gascard, Eric
Simeu-Abazi, Zineb
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10.1109/24.159800
10.1080/00207540802367074
10.1109/TAC.2005.851444
10.1016/j.cherd.2011.05.007
10.1109/9.940942
10.1109/3468.895897
10.1109/WODES.2006.1678439
10.1016/j.isatra.2007.03.002
10.1109/CESA.2006.4281777
10.1007/978-3-540-31982-5_14
10.1109/9.272327
10.1109/TAC.2009.2014932
10.1007/BF01441211
10.1109/TSMCA.2005.853503
10.1007/978-3-540-27863-4_28
10.1109/ACC.1997.611749
10.1007/s10626-006-6177-5
10.5772/69
10.1007/978-1-4471-3829-7
10.1016/j.conengprac.2010.12.010
10.1016/0304-3975(94)90010-8
10.1016/j.ress.2010.09.005
10.1016/j.ress.2009.11.007
10.1109/TASE.2006.879916
10.1007/s10626-006-0006-8
10.1007/11817963_24
10.1109/87.486338
10.1016/j.automatica.2009.07.021
10.1016/S0950-5849(01)00223-3
10.1016/S0004-3702(99)00019-3
10.1016/B978-044450813-3/50026-6
10.1109/9.412626
10.1109/ICSMC.1998.725394
10.1016/j.sysconle.2009.11.004
10.1109/TASE.2010.2049841
10.1080/13873950500241479
10.1007/978-3-540-27755-2_3
10.1201/b11433-58
10.1016/j.conengprac.2005.03.028
10.1201/b11433-62
10.1109/9.855548
10.1109/TSMCA.2011.2169950
10.1007/3-540-45739-9_14
10.1016/j.artint.2005.01.002
10.1109/TAC.2003.814099
10.1109/TAC.2002.802763
10.1109/9.52290
10.1109/TAC.2003.811249
10.1007/s10626-009-0074-7
10.1016/j.matcom.2005.11.003
10.1007/s10626-005-2866-8
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modular modelling
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References ref57
ref13
ref56
ref12
hashtrudi zad (ref9) 2003; 48
ref15
ref58
ref52
ref11
singh (ref7) 1987
ref10
ref17
ref16
ref19
ref18
supavatanakul (ref41) 2006; 14
bouyer (ref53) 2005; 3441
ref51
ref50
ref46
ref45
ref48
ref47
ref42
(ref54) 1992
chung (ref21) 2003; 3
ref8
ref4
ref3
ref5
knotek (ref43) 2006
ref35
ref34
ref37
ref36
ref31
ref30
ref33
ref2
ref39
ref38
chen (ref32) 1997
ref24
ref23
ref26
ref25
ref20
ref22
ref28
tripakis (ref40) 2002; 2469
ref27
ref29
bauer (ref55) 2004; 3147
vesely (ref1) 2002
simani (ref6) 2003
bengtsson (ref49) 2004; 3098
simeu-abazi (ref44) 2010
dotoli (ref14) 2009; 45
References_xml – ident: ref38
  doi: 10.1016/j.conengprac.2011.06.007
– ident: ref2
  doi: 10.1109/24.159800
– ident: ref39
  doi: 10.1080/00207540802367074
– ident: ref33
  doi: 10.1109/TAC.2005.851444
– ident: ref58
  doi: 10.1016/j.cherd.2011.05.007
– ident: ref51
  doi: 10.1109/9.940942
– ident: ref12
  doi: 10.1109/3468.895897
– ident: ref35
  doi: 10.1109/WODES.2006.1678439
– ident: ref34
  doi: 10.1016/j.isatra.2007.03.002
– ident: ref57
  doi: 10.1109/CESA.2006.4281777
– volume: 3441
  start-page: 219
  year: 2005
  ident: ref53
  publication-title: Foundations of Software Science and Computational Structures
  doi: 10.1007/978-3-540-31982-5_14
– ident: ref31
  doi: 10.1109/9.272327
– ident: ref11
  doi: 10.1109/TAC.2009.2014932
– ident: ref10
  doi: 10.1007/BF01441211
– ident: ref28
  doi: 10.1109/TSMCA.2005.853503
– year: 1992
  ident: ref54
  publication-title: Readings in modelbased diagnosis
– volume: 3147
  start-page: 517
  year: 2004
  ident: ref55
  publication-title: Integration of Software Specification Techniques for Applications in Engineering
  doi: 10.1007/978-3-540-27863-4_28
– start-page: 31
  year: 1997
  ident: ref32
  article-title: Modeling and diagnosis of timed discrete event systems?A factory automation example
  publication-title: Proc Amer Control Conf
  doi: 10.1109/ACC.1997.611749
– ident: ref29
  doi: 10.1007/s10626-006-6177-5
– year: 1987
  ident: ref7
  publication-title: Fault Detection and Reliability Knowledge based and other approaches
– ident: ref26
  doi: 10.5772/69
– volume: 3
  start-page: 2727
  year: 2003
  ident: ref21
  article-title: Failure diagnosis: A case study on modeling and analysis by petri nets
  publication-title: Proc IEEE Int Conf Syst Man Cybern
– start-page: 147
  year: 2010
  ident: ref44
  article-title: Backward time analysis for the diagnosis of discrete event systems
  publication-title: Proc 1st IFAC Workshop Adv Maintenance Eng Services and Technol
– year: 2003
  ident: ref6
  publication-title: Model-Based Fault Diagnosis in Dynamic Systems Using Identification Techniques
  doi: 10.1007/978-1-4471-3829-7
– year: 2002
  ident: ref1
  publication-title: ?Fault tree handbook with aerospace applications ?
– ident: ref22
  doi: 10.1016/j.conengprac.2010.12.010
– ident: ref48
  doi: 10.1016/0304-3975(94)90010-8
– ident: ref4
  doi: 10.1016/j.ress.2010.09.005
– ident: ref45
  doi: 10.1016/j.ress.2009.11.007
– year: 2006
  ident: ref43
  publication-title: Fault diagnosis based on temporal analysis
– ident: ref25
  doi: 10.1109/TASE.2006.879916
– ident: ref30
  doi: 10.1007/s10626-006-0006-8
– ident: ref47
  doi: 10.1007/11817963_24
– ident: ref18
  doi: 10.1109/87.486338
– volume: 45
  start-page: 2665
  year: 2009
  ident: ref14
  article-title: On-line fault detection in discrete event systems by Petri nets and integer linear programming
  publication-title: Automatica
  doi: 10.1016/j.automatica.2009.07.021
– ident: ref3
  doi: 10.1016/S0950-5849(01)00223-3
– ident: ref23
  doi: 10.1016/S0004-3702(99)00019-3
– ident: ref56
  doi: 10.1016/B978-044450813-3/50026-6
– ident: ref17
  doi: 10.1109/9.412626
– ident: ref20
  doi: 10.1109/ICSMC.1998.725394
– ident: ref19
  doi: 10.1016/j.sysconle.2009.11.004
– ident: ref36
  doi: 10.1109/TASE.2010.2049841
– ident: ref42
  doi: 10.1080/13873950500241479
– volume: 3098
  start-page: 87
  year: 2004
  ident: ref49
  publication-title: Lectures on Concurrency and Petri Nets
  doi: 10.1007/978-3-540-27755-2_3
– ident: ref46
  doi: 10.1201/b11433-58
– volume: 14
  start-page: 609
  year: 2006
  ident: ref41
  article-title: Diagnosis of timed automata: Theory and application to the DAMADICS actuator benchmark problem
  publication-title: Control Eng Practice
  doi: 10.1016/j.conengprac.2005.03.028
– ident: ref5
  doi: 10.1201/b11433-62
– ident: ref37
  doi: 10.1109/9.855548
– ident: ref16
  doi: 10.1109/TSMCA.2011.2169950
– volume: 2469
  start-page: 205
  year: 2002
  ident: ref40
  publication-title: Formal Techniques in Real-Time and Fault-Tolerant Systems
  doi: 10.1007/3-540-45739-9_14
– ident: ref27
  doi: 10.1016/j.artint.2005.01.002
– volume: 48
  start-page: 1199
  year: 2003
  ident: ref9
  article-title: Fault diagnosis in discrete-event systems: Framework and model reduction
  publication-title: IEEE Trans Autom Control
  doi: 10.1109/TAC.2003.814099
– ident: ref52
  doi: 10.1109/TAC.2002.802763
– ident: ref50
  doi: 10.1109/9.52290
– ident: ref13
  doi: 10.1109/TAC.2003.811249
– ident: ref15
  doi: 10.1007/s10626-009-0074-7
– ident: ref24
  doi: 10.1016/j.matcom.2005.11.003
– ident: ref8
  doi: 10.1007/s10626-005-2866-8
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Snippet For the complex systems, the development of a methodology of fault diagnosis is important. Indeed, for such systems, an efficient diagnosis contributes to the...
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SubjectTerms Algorithm design and analysis
Algorithms
Automata
Automatic
Complex systems
Diagnosers
Discrete event systems
Engineering Sciences
Fault detection
Fault diagnosis
Maintenance costs
modular modeling
software implementation
timed automaton
Title Modular Modeling for the Diagnostic of Complex Discrete-Event Systems
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