Fault detection and diagnosis in industrial systems:
Gespeichert in:
| Hauptverfasser: | , , |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
London [u.a.]
Springer
2001
|
| Schriftenreihe: | Advanced textbooks in control and signal processing
|
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | XIV, 279 S. graph. Darst. |
| ISBN: | 1852333278 |
Internformat
MARC
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| 100 | 1 | |a Chiang, Leo H. |d 1975- |e Verfasser |0 (DE-588)122628896 |4 aut | |
| 245 | 1 | 0 | |a Fault detection and diagnosis in industrial systems |c L. H. Chiang, E. L. Russell and R. D. Braatz |
| 264 | 1 | |a London [u.a.] |b Springer |c 2001 | |
| 300 | |a XIV, 279 S. |b graph. Darst. | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b n |2 rdamedia | ||
| 338 | |b nc |2 rdacarrier | ||
| 490 | 0 | |a Advanced textbooks in control and signal processing | |
| 650 | 4 | |a Chemische Verfahrenstechnik - Prozessüberwachung - Fehlererkennung - Datenanalyse | |
| 650 | 4 | |a Chemische Verfahrenstechnik - Prozessüberwachung - Fehlererkennung - Wissensbasiertes System | |
| 650 | 4 | |a Chemical process control | |
| 650 | 4 | |a Fault location (Engineering) | |
| 650 | 0 | 7 | |a Datenanalyse |0 (DE-588)4123037-1 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Wissensbasiertes System |0 (DE-588)4197554-6 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Prozessüberwachung |0 (DE-588)4133922-8 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Chemische Verfahrenstechnik |0 (DE-588)4069941-9 |2 gnd |9 rswk-swf |
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| 689 | 1 | 2 | |a Fehlererkennung |0 (DE-588)4133764-5 |D s |
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| 689 | 1 | |5 DE-604 | |
| 700 | 1 | |a Russell, Evan |d 1972- |e Verfasser |0 (DE-588)121582957 |4 aut | |
| 700 | 1 | |a Braatz, Richard D. |e Verfasser |4 aut | |
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Datensatz im Suchindex
| _version_ | 1807319793941872640 |
|---|---|
| adam_text |
CONTENTS
PART
I.
INTRODUCTION
1.
INTRODUCTION
.
3
1.1
PROCESS
MONITORING
PROCEDURES
.
4
1.2
PROCESS
MONITORING
MEASURES
.
5
1.3
PROCESS
MONITORING
METHODS
.
7
1.4
BOOK
ORGANIZATION
.
10
PART
II.
BACKGROUND
2.
MULTIVARIATE
STATISTICS
.
15
2.1
INTRODUCTION
.
15
2.2
DATA
PRETREATMENT
.
16
2.3
UNIVARIATE
STATISTICAL
MONITORING
.
17
2.4
T
2
STATISTIC
.
21
2.5
THRESHOLDS
FOR
THE
T
2
STATISTIC
.
22
2.6
DATA
REQUIREMENTS
.
24
2.7
HOMEWORK
PROBLEMS
.
25
3.
PATTERN
CLASSIFICATION
.
27
3.1
INTRODUCTION
.
27
3.2
DISCRIMINANT
ANALYSIS
.
28
3.3
FEATURE
EXTRACTION
.
30
3.4
HOMEWORK
PROBLEMS
.
31
PART
III.
DATA-DRIVEN
METHODS
4.
PRINCIPAL
COMPONENT
ANALYSIS
.
35
4.1
INTRODUCTION
.
35
4.2
PRINCIPAL
COMPONENT
ANALYSIS
.
36
4.3
REDUCTION
ORDER
.
41
4.4
FAULT
DETECTION
.
42
4.5
FAULT
IDENTIFICATION
.
45
XII
CONTENTS
4.6
FAULT
DIAGNOSIS
.
48
4.7
DYNAMIC
PCA
.
52
4.8
OTHER
PCA-BASED
METHODS
.
54
4.9
HOMEWORK
PROBLEMS
.
55
5.
FISHER
DISCRIMINANT
ANALYSIS
.
57
5.1
INTRODUCTION
.
57
5.2
FISHER
DISCRIMINANT
ANALYSIS
.
57
5.3
REDUCTION
ORDER
.
60
5.4
FAULT
DETECTION
AND
DIAGNOSIS
.
62
5.5
COMPARISON
OF
PCA
AND
FDA
.
63
5.6
DYNAMIC
FDA
.
69
5.7
HOMEWORK
PROBLEMS
.
70
6.
PARTIAL
LEAST
SQUARES
.
71
6.1
INTRODUCTION
.
71
6.2
PLS
ALGORITHMS
.
72
6.3
REDUCTION
ORDER
AND
PLS
PREDICTION
.
77
6.4
FAULT
DETECTION,
IDENTIFICATION,
AND
DIAGNOSIS
.
78
6.5
COMPARISON
OF
PCA
AND
PLS
.
79
6.6
OTHER
PLS
METHODS
.
81
6.7
HOMEWORK
PROBLEMS
.
83
7.
CANONICAL
VARIATE
ANALYSIS
.
85
7.1
INTRODUCTION
.
85
7.2
CVA
THEOREM
.
87
7.3
CVA
ALGORITHM
.
89
7.4
STATE
SPACE
MODEL
AND
SYSTEM
IDENTIFIABILITY
.
91
7.5
LAG
ORDER
SELECTION
AND
COMPUTATION
.
92
7.6
STATE
ORDER
SELECTION
AND
AKAIKE
'
S
INFORMATION
CRITERION
.
94
7.7
SUBSPACE
ALGORITHM
INTERPRETATIONS
.
95
7.8
PROCESS
MONITORING
STATISTICS
.
97
7.9
HOMEWORK
PROBLEMS
.
98
PART
TV.
APPLICATION
8.
TENNESSEE
EASTMAN
PROCESS
.
103
8.1
INTRODUCTION
.
103
8.2
PROCESS
FLOWSHEET
.
104
8.3
PROCESS
VARIABLES
.
104
8.4
PROCESS
FAULTS
.
104
8.5
SIMULATION
PROGRAM
.
107
8.6
CONTROL
STRUCTURE
.
109
8.7
HOMEWORK
PROBLEMS
.
109
CONTENTS
XIII
9.
APPLICATION
DESCRIPTION
.
113
9.1
INTRODUCTION
.
113
9.2
DATA
SETS
.
113
9.3
SAMPLING
INTERVAL
.
114
9.4
SAMPLE
SIZE
.
115
9.5
LAG
AND
ORDER
SELECTION
.
117
9.6
FAULT
DETECTION
.
118
9.7
FAULT
IDENTIFICATION
.
119
9.8
FAULT
DIAGNOSIS
.
119
10.
RESULTS
AND
DISCUSSION
.
121
10.1
INTRODUCTION
.
121
10.2
CASE
STUDY
ON
FAULT
1
.
121
10.3
CASE
STUDY
ON
FAULT
4
.
124
10.4
CASE
STUDY
ON
FAULT
5
.
129
10.5
CASE
STUDY
ON
FAULT
11
.
131
10.6
FAULT
DETECTION
.
133
10.7
FAULT
IDENTIFICATION
.
142
10.8
FAULT
DIAGNOSIS
.
146
10.9
HOMEWORK
PROBLEMS
.
166
PART
V.
ANALYTICAL
AND
KNOWLEDGE-BASED
METHODS
11.
ANALYTICAL
METHODS
.
173
11.1
INTRODUCTION
.
173
11.2
FAULT
DESCRIPTIONS
.
175
11.3
PARAMETER
ESTIMATION
.
179
11.4
OBSERVER-BASED
METHOD
.
190
11.4.1
FULL-ORDER
STATE
ESTIMATOR
.
;.
191
11.4.2
REDUCED-ORDER
UNKNOWN
INPUT
OBSERVER
.
195
11.5
PARITY
RELATIONS
.
197
11.5.1
RESIDUAL
GENERATION
.
197
11.5.2
DETECTION
PROPERTIES
OF
THE
RESIDUAL
.
201
11.5.3
SPECIFICATION
OF
THE
RESIDUALS
.
203
11.5.4
IMPLEMENTATION
OF
THE
RESIDUALS
.
204
11.5.5
CONNECTION
BETWEEN
THE
OBSERVER
AND
PARITY
RELATIONS
208
11.5.6
ISOLATION
PROPERTIES
OF
THE
RESIDUAL
.
211
11.5.7
RESIDUAL
EVALUATION
.
214
11.6
HOMEWORK
PROBLEMS
.
218
XIV
CONTENTS
12.
KNOWLEDGE-BASED
METHODS
.
223
12.1
INTRODUCTION
.
223
12.2
CAUSAL
ANALYSIS
.
224
12.2.1
SIGNED
DIRECTED
GRAPH
.
224
12.2.2
SYMPTOM
TREE
MODEL
.
227
12.3
EXPERT
SYSTEMS
.
228
12.3.1
SHALLOW-KNOWLEDGE
EXPERT
SYSTEM
.
229
12.3.2
DEEP-KNOWLEDGE
EXPERT
SYSTEMS
.
229
12.3.3
COMBINATION
OF
SHALLOW-KNOWLEDGE
AND
DEEP-KNOWLEDGE
EXPERT
SYSTEMS
.
230
12.3.4
MACHINE
LEARNING
TECHNIQUES
.
230
12.3.5
KNOWLEDGE
REPRESENTATION
.
231
12.3.6
INFERENCE
ENGINE
.
232
12.4
PATTERN
RECOGNITION
.
232
12.4.1
ARTIFICIAL
NEURAL
NETWORKS
.
233
12.4.2
SELF-ORGANIZING
MAP
.
239
12.5
COMBINATIONS
OF
VARIOUS
TECHNIQUES
.
242
12.5.1
NEURAL
NETWORKS
AND
EXPERT
SYSTEMS
.
242
12.5.2
FUZZY
LOGIC
.
243
12.5.3
FUZZY
EXPERT
SYSTEMS
.
245
12.5.4
FUZZY
NEURAL
NETWORKS
.
248
12.5.5
FUZZY
SIGNED
DIRECTED
GRAPH
.
249
12.5.6
FUZZY
LOGIC
AND
THE
ANALYTICAL
APPROACH
.
250
12.5.7
NEURAL
NETWORKS
AND
THE
ANALYTICAL
APPROACH
.
251
12.5.8
DATA-DRIVEN,
ANALYTICAL,
AND
KNOWLEDGE-BASED
AP
PROACHES
.
251
12.6
HOMEWORK
PROBLEMS
.
252
REFERENCES
.
255
INDEX
.
275 |
| any_adam_object | 1 |
| author | Chiang, Leo H. 1975- Russell, Evan 1972- Braatz, Richard D. |
| author_GND | (DE-588)122628896 (DE-588)121582957 |
| author_facet | Chiang, Leo H. 1975- Russell, Evan 1972- Braatz, Richard D. |
| author_role | aut aut aut |
| author_sort | Chiang, Leo H. 1975- |
| author_variant | l h c lh lhc e r er r d b rd rdb |
| building | Verbundindex |
| bvnumber | BV013366496 |
| callnumber-first | T - Technology |
| callnumber-label | TP155 |
| callnumber-raw | TP155.75 |
| callnumber-search | TP155.75 |
| callnumber-sort | TP 3155.75 |
| callnumber-subject | TP - Chemical Technology |
| classification_rvk | VN 7000 VN 7300 ZQ 9910 |
| ctrlnum | (OCoLC)248583294 (DE-599)BVBBV013366496 |
| dewey-full | 660.2815 |
| dewey-hundreds | 600 - Technology (Applied sciences) |
| dewey-ones | 660 - Chemical engineering |
| dewey-raw | 660.2815 |
| dewey-search | 660.2815 |
| dewey-sort | 3660.2815 |
| dewey-tens | 660 - Chemical engineering |
| discipline | Chemie / Pharmazie Mess-/Steuerungs-/Regelungs-/Automatisierungstechnik / Mechatronik |
| format | Book |
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| id | DE-604.BV013366496 |
| illustrated | Illustrated |
| indexdate | 2024-08-14T00:14:26Z |
| institution | BVB |
| isbn | 1852333278 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-009117536 |
| oclc_num | 248583294 |
| open_access_boolean | |
| owner | DE-703 DE-29T DE-83 |
| owner_facet | DE-703 DE-29T DE-83 |
| physical | XIV, 279 S. graph. Darst. |
| publishDate | 2001 |
| publishDateSearch | 2001 |
| publishDateSort | 2001 |
| publisher | Springer |
| record_format | marc |
| series2 | Advanced textbooks in control and signal processing |
| spelling | Chiang, Leo H. 1975- Verfasser (DE-588)122628896 aut Fault detection and diagnosis in industrial systems L. H. Chiang, E. L. Russell and R. D. Braatz London [u.a.] Springer 2001 XIV, 279 S. graph. Darst. txt rdacontent n rdamedia nc rdacarrier Advanced textbooks in control and signal processing Chemische Verfahrenstechnik - Prozessüberwachung - Fehlererkennung - Datenanalyse Chemische Verfahrenstechnik - Prozessüberwachung - Fehlererkennung - Wissensbasiertes System Chemical process control Fault location (Engineering) Datenanalyse (DE-588)4123037-1 gnd rswk-swf Wissensbasiertes System (DE-588)4197554-6 gnd rswk-swf Prozessüberwachung (DE-588)4133922-8 gnd rswk-swf Chemische Verfahrenstechnik (DE-588)4069941-9 gnd rswk-swf Fehlererkennung (DE-588)4133764-5 gnd rswk-swf Chemische Verfahrenstechnik (DE-588)4069941-9 s Prozessüberwachung (DE-588)4133922-8 s Fehlererkennung (DE-588)4133764-5 s Wissensbasiertes System (DE-588)4197554-6 s DE-604 Datenanalyse (DE-588)4123037-1 s Russell, Evan 1972- Verfasser (DE-588)121582957 aut Braatz, Richard D. Verfasser aut DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=009117536&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Chiang, Leo H. 1975- Russell, Evan 1972- Braatz, Richard D. Fault detection and diagnosis in industrial systems Chemische Verfahrenstechnik - Prozessüberwachung - Fehlererkennung - Datenanalyse Chemische Verfahrenstechnik - Prozessüberwachung - Fehlererkennung - Wissensbasiertes System Chemical process control Fault location (Engineering) Datenanalyse (DE-588)4123037-1 gnd Wissensbasiertes System (DE-588)4197554-6 gnd Prozessüberwachung (DE-588)4133922-8 gnd Chemische Verfahrenstechnik (DE-588)4069941-9 gnd Fehlererkennung (DE-588)4133764-5 gnd |
| subject_GND | (DE-588)4123037-1 (DE-588)4197554-6 (DE-588)4133922-8 (DE-588)4069941-9 (DE-588)4133764-5 |
| title | Fault detection and diagnosis in industrial systems |
| title_auth | Fault detection and diagnosis in industrial systems |
| title_exact_search | Fault detection and diagnosis in industrial systems |
| title_full | Fault detection and diagnosis in industrial systems L. H. Chiang, E. L. Russell and R. D. Braatz |
| title_fullStr | Fault detection and diagnosis in industrial systems L. H. Chiang, E. L. Russell and R. D. Braatz |
| title_full_unstemmed | Fault detection and diagnosis in industrial systems L. H. Chiang, E. L. Russell and R. D. Braatz |
| title_short | Fault detection and diagnosis in industrial systems |
| title_sort | fault detection and diagnosis in industrial systems |
| topic | Chemische Verfahrenstechnik - Prozessüberwachung - Fehlererkennung - Datenanalyse Chemische Verfahrenstechnik - Prozessüberwachung - Fehlererkennung - Wissensbasiertes System Chemical process control Fault location (Engineering) Datenanalyse (DE-588)4123037-1 gnd Wissensbasiertes System (DE-588)4197554-6 gnd Prozessüberwachung (DE-588)4133922-8 gnd Chemische Verfahrenstechnik (DE-588)4069941-9 gnd Fehlererkennung (DE-588)4133764-5 gnd |
| topic_facet | Chemische Verfahrenstechnik - Prozessüberwachung - Fehlererkennung - Datenanalyse Chemische Verfahrenstechnik - Prozessüberwachung - Fehlererkennung - Wissensbasiertes System Chemical process control Fault location (Engineering) Datenanalyse Wissensbasiertes System Prozessüberwachung Chemische Verfahrenstechnik Fehlererkennung |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=009117536&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT chiangleoh faultdetectionanddiagnosisinindustrialsystems AT russellevan faultdetectionanddiagnosisinindustrialsystems AT braatzrichardd faultdetectionanddiagnosisinindustrialsystems |