Intelligent quality systems:
Gespeichert in:
| Beteiligte Personen: | , |
|---|---|
| Format: | Buch |
| Sprache: | Deutsch |
| Veröffentlicht: |
London [u.a.]
Springer
1996
|
| Schriftenreihe: | Advanced manufacturing series
|
| Schlagwörter: | |
| Links: | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=007272864&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| Beschreibung: | Literaturangaben |
| Umfang: | XII, 201 S. graph. Darst. |
| ISBN: | 3540760458 |
Internformat
MARC
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| 245 | 1 | 0 | |a Intelligent quality systems |c Duc Truong Pham and Ercan Oztemel |
| 264 | 1 | |a London [u.a.] |b Springer |c 1996 | |
| 300 | |a XII, 201 S. |b graph. Darst. | ||
| 336 | |b txt |2 rdacontent | ||
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| 500 | |a Literaturangaben | ||
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| 943 | 1 | |a oai:aleph.bib-bvb.de:BVB01-007272864 | |
Datensatz im Suchindex
| DE-BY-TUM_call_number | 0702 FER 060f 96 A 1997 |
|---|---|
| DE-BY-TUM_katkey | 778262 |
| DE-BY-TUM_location | 07 |
| DE-BY-TUM_media_number | 040070021011 |
| _version_ | 1821931424426491904 |
| adam_text | Contents
Chapter 1 Introduction 1
1.1 Quality Assurance Systems 2
1.2 Knowledge Based Systems for Quality Control 4
1.3 Neural Networksfor Quality Control 8
1.4 Integrating Expert Systems and
Neural Networks for Quality Control 10
1.5 Summary 10
References 11
Chapter 2 Artificial Intelligence Tools 21
2.1 Expert Systems 21
2.1.1 Knowledge Representation 22
2.1.2 Elements of an Expert System 23
2.1.3 Expert System Shells and Tools 24
2.2 Neural Networks 26
2.2.1 Fundamentals of Neural Networks 26
2.2.2 Leaming 29
2.2.3 Architecture of a Multi Layer Perceptron (MLP) 30
2.2.4 Architecture ofa
Learning Vector Quantisation (LVQ) Network 34
2.2.5 Architecture of an ART2 Network 40
2.3 Summary 47
References 48
Chapter 3 Statistical Process Control 52
3.1 Statistical Process Control (SPC) and
Control Charting 52
3.2 XPC: An On line Expert System for
Statistical Process Control 56
3.2.1 Structure of XPC 57
x Contents
3.2.2 Functions of XPC 62
3.2.3 Test Application and Discussion 72
3.3 Intelligent Advisors for Control Chart Selection 73
3.4 Summary 76
References 77
Chapter 4 Control Chart Pattern Recognition 80
4.1 Control Chart Patterns 80
4.2 A Knowledge Based
Control Chart Pattern Recognition System 81
4.2.1 On line Pattern Recognition and Classification 83
4.2.2 Performance of the Recognition System 86
4.3 Using Neural Networks to
Recognise Control Chart Patterns 87
4.3.1 Pattern Recognition Using a MLP Model 88
4.3.2 Recognising Control Chart Patterns
Using LVQ Networks 92
4.3.3 Discussion 95
4.4 Composite Systems for Recognising
Control Chart Patterns 96
4.4.1 Decision Making Module 97
4.4.2 Composite MLP System 98
4.4.3 Composite LVQ System 101
4.4.4 Hybrid Composite Systems 104
4.4.5 Discussion on Using Composite Systems 106
4.5 Summary 107
References 108
Chapters Integrated Quality Control Systems 110
5.1 The Integration Process 110
5.1.1 Comparison of Expert Systems and
Neural Networks Ill
5.1.2 Combining Expert Systems and
Neural Networks 114
5.2 An Example of Integrating an Expert System with
Neural Networks for Quality Control 116
5.3 Summary 119
References 122
Contents xi
Chapter 6 Experimental Quality Design 125
6.1 Taguchi Experimental Design 125
6.1.1 Parameter Design 127
6.1.2 Knowledge Based Systems for
Taguchi Experimental Design 131
6.2 Neural Networks for the Design of Experiments 136
6.2.1 Training Data 138
6.2.2 Structure of the Network 138
6.2.3 Network Training and Results 138
6.3 Summary 141
References 142
Chapter 7 Inspection 144
7.1 Role of Inspection in Quality Control 144
7.1.1 Sampling 146
7.1.2 Sampling Plans 147
7.1.3 Knowledge Based Systems for
Selecting Sampling Plans 149
7.2 Automated Visual Inspection 151
7.3 Knowledge Based Systems for
Automated Visual Inspection ...153
7.4 Neural Networks for Automated Visual Inspection 155
7.4.1 Training and Test Data Sets 157
7.4.2 Neural Network Details 159
7.4.3 Performance of the MLP Network 160
7.4.4 Other Classifiers 160
7.4.5 Composite Systems 161
7.5 Discussion 162
7.6 Summary 163
References 163
Chapter 8 Condition Monitoring and Fault Diagnosis 167
8.1 Condition Monitoring 167
8.1.1 Condition Monitoring Techniques 168
8.1.2 Implementation Stages of Condition Monitoring 169
8.1.3 Knowledge Based Systems for
Conditioning Monitoring 170
8.1.4 Neural Networks for Condition Monitoring 172
8.2 Diagnosis 173
xii Contents
8.2.1 Knowledge Based Systems for Diagnosis 176
8.2.2 Neural Networks for Diagnosis 180
8.3 Discussion 183
8.4 Summary 185
References 186
Author Index 193
Subject Index 199
|
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| author | Pham, Duc Truong 1952- Oztemel, Ercan |
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| classification_rvk | QP 321 |
| classification_tum | FER 060f DAT 703f DAT 727f |
| ctrlnum | (OCoLC)231679759 (DE-599)BVBBV010877678 |
| discipline | Informatik Werkstoffwissenschaften / Fertigungstechnik Wirtschaftswissenschaften |
| format | Book |
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| id | DE-604.BV010877678 |
| illustrated | Illustrated |
| indexdate | 2024-12-20T10:02:24Z |
| institution | BVB |
| isbn | 3540760458 |
| language | German |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-007272864 |
| oclc_num | 231679759 |
| open_access_boolean | |
| owner | DE-12 DE-91G DE-BY-TUM DE-703 DE-29T DE-634 DE-83 DE-188 |
| owner_facet | DE-12 DE-91G DE-BY-TUM DE-703 DE-29T DE-634 DE-83 DE-188 |
| physical | XII, 201 S. graph. Darst. |
| publishDate | 1996 |
| publishDateSearch | 1996 |
| publishDateSort | 1996 |
| publisher | Springer |
| record_format | marc |
| series2 | Advanced manufacturing series |
| spellingShingle | Pham, Duc Truong 1952- Oztemel, Ercan Intelligent quality systems Neuronales Netz (DE-588)4226127-2 gnd Qualitätskontrolle (DE-588)4047968-7 gnd Expertensystem (DE-588)4113491-6 gnd |
| subject_GND | (DE-588)4226127-2 (DE-588)4047968-7 (DE-588)4113491-6 |
| title | Intelligent quality systems |
| title_auth | Intelligent quality systems |
| title_exact_search | Intelligent quality systems |
| title_full | Intelligent quality systems Duc Truong Pham and Ercan Oztemel |
| title_fullStr | Intelligent quality systems Duc Truong Pham and Ercan Oztemel |
| title_full_unstemmed | Intelligent quality systems Duc Truong Pham and Ercan Oztemel |
| title_short | Intelligent quality systems |
| title_sort | intelligent quality systems |
| topic | Neuronales Netz (DE-588)4226127-2 gnd Qualitätskontrolle (DE-588)4047968-7 gnd Expertensystem (DE-588)4113491-6 gnd |
| topic_facet | Neuronales Netz Qualitätskontrolle Expertensystem |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=007272864&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT phamductruong intelligentqualitysystems AT oztemelercan intelligentqualitysystems |
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Teilbibliothek Maschinenwesen
| Signatur: |
0702 FER 060f 96 A 1997 Lageplan |
|---|---|
| Exemplar 1 | Ausleihbar Am Standort |