Identification and fault diagnosis of industrial closed-loop discrete event systems: = Identifikation und Fehlerdiagnose industrieller ereignisdiskreter Closed-Loop-Systeme
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| Main Author: | |
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| Format: | Thesis Book |
| Language: | English |
| Published: |
Berlin
Logos-Verl.
2010
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| Subjects: | |
| Online Access: | Inhaltstext Inhaltsverzeichnis |
| Physical Description: | III, 175 S. Ill., graph. Darst. |
| ISBN: | 9783832527099 |
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| 245 | 1 | 0 | |a Identification and fault diagnosis of industrial closed-loop discrete event systems |b = Identifikation und Fehlerdiagnose industrieller ereignisdiskreter Closed-Loop-Systeme |c von Matthias Roth |
| 246 | 1 | 1 | |a Identifikation und Fehlerdiagnose industrieller ereignisdiskreter Closed-Loop-Systeme |
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IMAGE 1
CONTENTS
1 INTRODUCTION 1
1.1 MOTIVATION 1
1.2 CONTRIBUTIONS OF THE THESIS 2
1.3 ORGANIZATION 3
2 EXISTING DIAGNOSIS AND IDENTIFICATION APPROACHES FOR DISCRETE EVENT
SYS- TEMS 5
2.1 INDUSTRIAL CLOSED-LOOP DISCRETE EVENT SYSTEMS 5
2.2 INTRODUCTION TO DISCRETE EVENT SYSTEMS 6
2.2.1 DESCRIBING A SYSTEM BY ITS LANGUAGE 6
2.2.2 AUTOMATA 7
2.2.3 PETRI NETS 8
2.3 DIAGNOSIS OF DISCRETE EVENT SYSTEMS 10
2.3.1 FAULT DIAGNOSIS IN INDUSTRIAL SYSTEMS 10
2.3.2 MODEL-BASED DIAGNOSIS WITH FAULT MODEIS 13
2.3.3 MODEL-BASED DIAGNOSIS WITH FAULT-FREE MODEIS 22
2.3.4 CONCLUSION 24
2.4 IDENTIFICATION OF DISCRETE EVENT SYSTEMS 25
2.4.1 LIMITS OF MANUAL MODEL-BUILDING AND AIMS OF IDENTIFICATION . . 25
2.4.2 IDENTIFICATION OF FINITE AUTOMATA 29
2.4.3 IDENTIFICATION OF PETRI NETS 33
2.4.4 DISCUSSION 36
3 MONOLITHIC IDENTIFICATION OF CLOSED-LOOP DISCRETE EVENT SYSTEMS 39 3.1
MODEL CLASS 39
3.2 IDENTIFICATION ALGORITHM 43
3.3 IMPORTANT PROPERTIES OF THE IDENTIFIED AUTOMATON 47
3.4 PARAMETERIZATION OF THE IDENTIFICATION ALGORITHM 51
3.4.1 MEANING OF THE IDENTIFICATION TUNING PARAMETER 51
3.4.2 DISCUSSION ON AN UPPER BOUND FOR THE IDENTIFICATION PARAMETER . 53
3.4.3 DISCUSSION ON A LOWER BOUND OF THE IDENTIFICATION PARAMETER . . 55
3.5 CASE STUDY: FISCHERTECHNIK LABORATORY FACILITY 58
3.5.1 SYSTEM DESCRIPTION 58
3.5.2 DATA COLLECTION FOR IDENTIFICATION AND ONLINE DIAGNOSIS 59 3.5.3
IDENTIFICATION OF MONOLITHIC MODEIS CO
BIBLIOGRAFISCHE INFORMATIONEN HTTP://D-NB.INFO/1009497529
DIGITALISIERT DURCH
IMAGE 2
CONTENTS
4 DISTRIBUTED IDENTIFICATION OF CLOSED-LOOP DISCRETE EVENT SYSTEMS 63
4.1 LIMITS OF MONOLITHIC IDENTIFICATION 63
4.2 IDENTIFICATION OF PARTIAL CLOSED-LOOP DES 66
4.2.1 DEFINITION OF PARTIAL CLOSED-LOOP DES 66
4.2.2 COMPOSITION OF PARTIAL CLOSED-LOOP DES 67
4.3 RESTRICTION OF AN IDENTIFIED AUTOMATA NETWORK 73
4.4 DISTRIBUTED IDENTIFICATION OF THE CASE STUDY SYSTEM 84
5 PARTITIONING OF DISCRETE EVENT SUB-SYSTEMS 91
5.1 CHARACTERISTICS OF APPROPRIATE SUBSYSTEMS FOR DIAGNOSIS PURPOSES . .
. 91 5.2 PARTITIONING BASED ON A PRIORI EXPERT KNOWLEDGE 93
5.3 AUTOMATIC PARTITIONING BASED ON OBSERVED DATA 95
5.3.1 ANALYSIS OF THE SOLUTION SPACE 95
5.3.2 MANIFESTATION OF CONCURRENCY IN THE OBSERVED SYSTEM LANGUAGE . 96
5.3.3 A HEURISTIC OPTIMIZATION APPROACH: SIMULATED ANNEALING . . . 102
5.3.4 MINIMAL KNOWLEDGE SOLUTION 104
5.3.5 INTEGRATING KNOWLEDGE ABOUT CAUSAL RELATIONS 105
5.4 PARTITIONING OF THE CASE STUDY SYSTEM 108
5.4.1 EVALUATION CRITERIA 108
5.4.2 PARTITIONING WITH MINIMAL KNOWLEDGE 111
5.4.3 PARTITIONING WITH KNOWLEDGE ABOUT CAUSAL RELATIONS 114
6 FAULT DETECTION AND ISOLATION 117
6.1 FAULT DETECTION AND ISOLATION WITH THE IDENTIFIED FAULT-FREE
MONOLITHIC MODELLL7 6.1.1 OVERVIEW OF THE PROPOSED METHOD 117
6.1.2 I/O DRIVEN SYSTEM MONITORING 119
6.1.3 RESIDUAIS AS GENERIC FAULT SYMPTOMS 126
6.1.4 MONOLITHIC FAULT DETECTION AND ISOLATION OF THE CASE STUDY SYSTEM
129 6.2 FAULT DETECTION AND ISOLATION WITH THE IDENTIFIED DISTRIBUTED
MODELS . . 132 6.2.1 SYSTEM MONITORING WITH THE DISTRIBUTED MODEL 132
6.2.2 RESIDUAIS FOR THE DISTRIBUTED MODEL 135
6.2.3 DISTRIBUTED FAULT DETECTION AND ISOLATION OF THE CASE STUDY SYSTEM
139
7 INDUSTRIAL APPLICATION 145
7.1 PRESENTATION OF THE SYSTEM 145
7.2 SOFTWARE IMPLEMENTATION 146
7.3 DATA ANALYSIS 147
7.4 DISTRIBUTED IDENTIFICATION 149
7.5 USING THE MODEL ONLINE 153
8 CONCLUSION 155
8.1 SUMMARY 155
8.2 OUTLOOK 156
IMAGE 3
CONTENTS
9 EXTENDED SUMMARIES IN GERMAN AND FRENCH 157
9.1 KURZFASSUNG IN DEUTSCHER SPRACHE 157
9.2 RESUME EN LANGUE FRANCAISE 162
10 NOMENCLATURE 167
10.1 ABBREVIATIONS 167
10.2 VARIABLES 167
10.3 FUNCTIONS 168
10.4 OPERATORS 170 |
| any_adam_object | 1 |
| author | Roth, Matthias |
| author_GND | (DE-588)143249193 |
| author_facet | Roth, Matthias |
| author_role | aut |
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| dewey-full | 629.8315 |
| dewey-hundreds | 600 - Technology (Applied sciences) |
| dewey-ones | 629 - Other branches of engineering |
| dewey-raw | 629.8315 |
| dewey-search | 629.8315 |
| dewey-sort | 3629.8315 |
| dewey-tens | 620 - Engineering and allied operations |
| discipline | Maschinenbau / Maschinenwesen Elektrotechnik / Elektronik / Nachrichtentechnik Mess-/Steuerungs-/Regelungs-/Automatisierungstechnik / Mechatronik |
| format | Thesis Book |
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| spelling | Roth, Matthias Verfasser (DE-588)143249193 aut Identification and fault diagnosis of industrial closed-loop discrete event systems = Identifikation und Fehlerdiagnose industrieller ereignisdiskreter Closed-Loop-Systeme von Matthias Roth Identifikation und Fehlerdiagnose industrieller ereignisdiskreter Closed-Loop-Systeme Berlin Logos-Verl. 2010 III, 175 S. Ill., graph. Darst. txt rdacontent n rdamedia nc rdacarrier Zugl.: Kaiserslautern, Techn. Univ., Diss., 2010 Systemidentifikation (DE-588)4121753-6 gnd rswk-swf Diskretes Ereignissystem (DE-588)4196828-1 gnd rswk-swf Systemmodell (DE-588)4304916-3 gnd rswk-swf Fehlererkennung (DE-588)4133764-5 gnd rswk-swf (DE-588)4113937-9 Hochschulschrift gnd-content Diskretes Ereignissystem (DE-588)4196828-1 s Systemidentifikation (DE-588)4121753-6 s Fehlererkennung (DE-588)4133764-5 s Systemmodell (DE-588)4304916-3 s DE-604 X:MVB text/html http://deposit.dnb.de/cgi-bin/dokserv?id=3649951&prov=M&dok_var=1&dok_ext=htm Inhaltstext DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=022569928&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Roth, Matthias Identification and fault diagnosis of industrial closed-loop discrete event systems = Identifikation und Fehlerdiagnose industrieller ereignisdiskreter Closed-Loop-Systeme Systemidentifikation (DE-588)4121753-6 gnd Diskretes Ereignissystem (DE-588)4196828-1 gnd Systemmodell (DE-588)4304916-3 gnd Fehlererkennung (DE-588)4133764-5 gnd |
| subject_GND | (DE-588)4121753-6 (DE-588)4196828-1 (DE-588)4304916-3 (DE-588)4133764-5 (DE-588)4113937-9 |
| title | Identification and fault diagnosis of industrial closed-loop discrete event systems = Identifikation und Fehlerdiagnose industrieller ereignisdiskreter Closed-Loop-Systeme |
| title_alt | Identifikation und Fehlerdiagnose industrieller ereignisdiskreter Closed-Loop-Systeme |
| title_auth | Identification and fault diagnosis of industrial closed-loop discrete event systems = Identifikation und Fehlerdiagnose industrieller ereignisdiskreter Closed-Loop-Systeme |
| title_exact_search | Identification and fault diagnosis of industrial closed-loop discrete event systems = Identifikation und Fehlerdiagnose industrieller ereignisdiskreter Closed-Loop-Systeme |
| title_full | Identification and fault diagnosis of industrial closed-loop discrete event systems = Identifikation und Fehlerdiagnose industrieller ereignisdiskreter Closed-Loop-Systeme von Matthias Roth |
| title_fullStr | Identification and fault diagnosis of industrial closed-loop discrete event systems = Identifikation und Fehlerdiagnose industrieller ereignisdiskreter Closed-Loop-Systeme von Matthias Roth |
| title_full_unstemmed | Identification and fault diagnosis of industrial closed-loop discrete event systems = Identifikation und Fehlerdiagnose industrieller ereignisdiskreter Closed-Loop-Systeme von Matthias Roth |
| title_short | Identification and fault diagnosis of industrial closed-loop discrete event systems |
| title_sort | identification and fault diagnosis of industrial closed loop discrete event systems identifikation und fehlerdiagnose industrieller ereignisdiskreter closed loop systeme |
| title_sub | = Identifikation und Fehlerdiagnose industrieller ereignisdiskreter Closed-Loop-Systeme |
| topic | Systemidentifikation (DE-588)4121753-6 gnd Diskretes Ereignissystem (DE-588)4196828-1 gnd Systemmodell (DE-588)4304916-3 gnd Fehlererkennung (DE-588)4133764-5 gnd |
| topic_facet | Systemidentifikation Diskretes Ereignissystem Systemmodell Fehlererkennung Hochschulschrift |
| url | http://deposit.dnb.de/cgi-bin/dokserv?id=3649951&prov=M&dok_var=1&dok_ext=htm http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=022569928&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
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