Data driven design of fault diagnosis systems: nonlinear multimode processes
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Abschlussarbeit Buch |
| Sprache: | English |
| Veröffentlicht: |
Wiesbaden
Springer Vieweg
2014
|
| Schlagworte: | |
| Online-Zugang: | Inhaltstext Inhaltsverzeichnis |
| Beschreibung: | XVIII, 136 S. graph. Darst. |
| ISBN: | 3658058064 9783658058067 |
Internformat
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| 246 | 1 | |a Data-driven design of fault diagnosis systemsnonlinear multimode processes | |
| 264 | 1 | |a Wiesbaden |b Springer Vieweg |c 2014 | |
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| 653 | |a Research | ||
| 653 | |a Process monitoring | ||
| 653 | |a Fault detection and diagnosis | ||
| 653 | |a Data-driven approaches | ||
| 653 | |a Decision making | ||
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Datensatz im Suchindex
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| adam_text |
CONTENTS
PREFACE V
LIST OF NOTATIONS XIII
LIST OF FIGURES XVII
LIST OF TABLES XIX
1 INTRODUCTION 1
1.1 THE FAULT DIAGNOSIS PROBLEM 2
1.2 CLASSIFICATION OF FAULT DIAGNOSIS METHODS 2
1.3 MOTIVATION AND OBJECTIVE 5
1.4 OUTLINES 8
2 AN OVERVIEW OF FAULT DIAGNOSIS TECHNIQUES 11
2.1 REPRESENTATION OF THE TECHNICAL PROCESS 12
2.2 MODEL-BASED FAULT DIAGNOSIS TECHNIQUES 14
2.2.1 FAULT DETECTION FILTER 14
2.2.2 DIAGNOSTIC OBSERVER 15
2.2.3 PARITY SPACE APPROACH 16
2.2.4 RELATIONSHIP BETWEEN PS AND DO 18
2.3 STATISTICAL PROCESS MONITORING 20
2.3.1 PRINCIPAL COMPONENT ANALYSIS 20
2.3.2 PARTIAL LEAST SQUARES 24
2.4 SUBSPACE-BASED DESIGN OF FDD SYSTEMS 27
2.5 CONCLUDING REMARKS 30
HTTP://D-NB.INFO/1049850424
X
CONTENTS
3 FAULT DETECTION IN MULTIMODE NONLINEAR SYSTEMS 31
3.1 PRELIMINARIES AND PROBLEM FORMULATION 33
3.2 MODIFIED PLS APPROACH 34
3.3 MULTIMODE PROCESS MONITORING 36
3.3.1 ESTIMATION OF MODEL PARAMETERS 36
3.3.2 DESIGN OF MONITORING SCHEME 41
3.4 AN ILLUSTRATIVE EXAMPLE 43
3.5 CONCLUDING REMARKS 45
4 FAULT DETECTION IN MULTIMODE NONLINEAR DYNAMIC SYSTEMS 47
4.1 HYBRID SYSTEM IDENTIFICATION 48
4.2 PRELIMINARIES AND PROBLEM FORMULATION 50
4.3 IDENTIFICATION OF PS-BASED RESIDUAL GENERATOR FOR MUL
TIMODE SYSTEMS 52
4.4 FAULT DETECTION SCHEME 58
4.5 AN ILLUSTRATIVE EXAMPLE 61
4.6 CONCLUDING REMARKS 63
5 FAULT DIAGNOSIS IN MULTIMODE NONLINEAR PROCESSES 65
5.1 PRELIMINARIES 66
5.2 PROBABILISTIC FAULT DIAGNOSIS IN MULTIMODE PROCESSES 68
5.3 AN ILLUSTRATIVE EXAMPLE 71
5.4 CONCLUDING REMARKS 72
6 BAYESIAN APPROACH FOR FAULT TREATMENT 75
6.1 PRELIMINARIES AND PROBLEM FORMULATION 76
6.2 ESTIMATION OF THE FAULT PROBABILITY 76
6.3 DECISION SUPPORT SYSTEM 79
6.4 PROBABILISTIC DECISION SUPPORT SYSTEM 80
6.5 AN ILLUSTRATIVE EXAMPLE 81
6.6 CONCLUDING REMARKS 86
CONTENTS XI
7 APPLICATION AND BENCHMARK STUDY 87
7.1 LABORATORY CSTH SETUP 87
7.2 MULTIMODE FAULT DIAGNOSIS IN CSTH TESTBED 90
7.3 PAPER AND BOARD MACHINE 92
7.3.1 DRYER SECTION 95
7.3.2 STEAM-FILLED CYLINDER MODEL 96
7.4 APPLICATION OF STATIC FD METHOD ON DRYER SECTION . 99
7.5 APPLICATION OF DYNAMIC FD METHOD ON DRYER SECTION . 104
7.6 CONCLUDING REMARKS 108
8 SUMMARY 109
APPENDICES 113
A EXPECTATION-MAXIMIZATION ALGORITHM 115
A.L DERIVATION OF EM ALGORITHM 115
A.L.L MAXIMUM LIKELIHOOD
ESTIMATION 115
A.1.2 EXPECTATION-MAXIMIZATION 116
B CSTH SIMULINK BENCHMARK 119
BIBLIOGRAPHY 121 |
| any_adam_object | 1 |
| author | Haghani Abandan Sari, Adel |
| author_GND | (DE-588)1056005203 |
| author_facet | Haghani Abandan Sari, Adel |
| author_role | aut |
| author_sort | Haghani Abandan Sari, Adel |
| author_variant | a s a h asa asah |
| building | Verbundindex |
| bvnumber | BV042914751 |
| classification_rvk | ZG 9270 |
| ctrlnum | (OCoLC)878167844 (DE-599)DNB1049850424 |
| dewey-full | 620.004 |
| dewey-hundreds | 600 - Technology (Applied sciences) |
| dewey-ones | 620 - Engineering and allied operations |
| dewey-raw | 620.004 |
| dewey-search | 620.004 |
| dewey-sort | 3620.004 |
| dewey-tens | 620 - Engineering and allied operations |
| discipline | Maschinenbau / Maschinenwesen Technik |
| format | Thesis Book |
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| spelling | Haghani Abandan Sari, Adel Verfasser (DE-588)1056005203 aut Data driven design of fault diagnosis systems nonlinear multimode processes Adel Haghani Abandan Sari Data-driven design of fault diagnosis systemsnonlinear multimode processes Wiesbaden Springer Vieweg 2014 XVIII, 136 S. graph. Darst. txt rdacontent n rdamedia nc rdacarrier Zugl.: Duisburg-Essen, Univ., Diss., 2013 Nichtlineares System (DE-588)4042110-7 gnd rswk-swf Komplexes System (DE-588)4114261-5 gnd rswk-swf Bayes-Verfahren (DE-588)4204326-8 gnd rswk-swf Technische Anlage (DE-588)4059220-0 gnd rswk-swf Fehlersuche (DE-588)4016615-6 gnd rswk-swf Prozessüberwachung (DE-588)4133922-8 gnd rswk-swf Fehlererkennung (DE-588)4133764-5 gnd rswk-swf Research Process monitoring Fault detection and diagnosis Data-driven approaches Decision making (DE-588)4113937-9 Hochschulschrift gnd-content Fehlersuche (DE-588)4016615-6 s Fehlererkennung (DE-588)4133764-5 s Komplexes System (DE-588)4114261-5 s Technische Anlage (DE-588)4059220-0 s Nichtlineares System (DE-588)4042110-7 s Prozessüberwachung (DE-588)4133922-8 s Bayes-Verfahren (DE-588)4204326-8 s DE-604 Erscheint auch als Online-Ausgabe 978-3-658-05807-4 X:MVB text/html http://deposit.dnb.de/cgi-bin/dokserv?id=4632841&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=028342435&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Haghani Abandan Sari, Adel Data driven design of fault diagnosis systems nonlinear multimode processes Nichtlineares System (DE-588)4042110-7 gnd Komplexes System (DE-588)4114261-5 gnd Bayes-Verfahren (DE-588)4204326-8 gnd Technische Anlage (DE-588)4059220-0 gnd Fehlersuche (DE-588)4016615-6 gnd Prozessüberwachung (DE-588)4133922-8 gnd Fehlererkennung (DE-588)4133764-5 gnd |
| subject_GND | (DE-588)4042110-7 (DE-588)4114261-5 (DE-588)4204326-8 (DE-588)4059220-0 (DE-588)4016615-6 (DE-588)4133922-8 (DE-588)4133764-5 (DE-588)4113937-9 |
| title | Data driven design of fault diagnosis systems nonlinear multimode processes |
| title_alt | Data-driven design of fault diagnosis systemsnonlinear multimode processes |
| title_auth | Data driven design of fault diagnosis systems nonlinear multimode processes |
| title_exact_search | Data driven design of fault diagnosis systems nonlinear multimode processes |
| title_full | Data driven design of fault diagnosis systems nonlinear multimode processes Adel Haghani Abandan Sari |
| title_fullStr | Data driven design of fault diagnosis systems nonlinear multimode processes Adel Haghani Abandan Sari |
| title_full_unstemmed | Data driven design of fault diagnosis systems nonlinear multimode processes Adel Haghani Abandan Sari |
| title_short | Data driven design of fault diagnosis systems |
| title_sort | data driven design of fault diagnosis systems nonlinear multimode processes |
| title_sub | nonlinear multimode processes |
| topic | Nichtlineares System (DE-588)4042110-7 gnd Komplexes System (DE-588)4114261-5 gnd Bayes-Verfahren (DE-588)4204326-8 gnd Technische Anlage (DE-588)4059220-0 gnd Fehlersuche (DE-588)4016615-6 gnd Prozessüberwachung (DE-588)4133922-8 gnd Fehlererkennung (DE-588)4133764-5 gnd |
| topic_facet | Nichtlineares System Komplexes System Bayes-Verfahren Technische Anlage Fehlersuche Prozessüberwachung Fehlererkennung Hochschulschrift |
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