Planning and multi-objective optimization of manufacturing processes by means of empirical surrogate models:
Saved in:
| Main Author: | |
|---|---|
| Format: | Thesis Book |
| Language: | English |
| Published: |
Essen ; [München]
Vulkan
2013
|
| Series: | Schriftenreihe des ISF
71 |
| Subjects: | |
| Online Access: | Inhaltsverzeichnis |
| Physical Description: | XII, 231 S. Ill., graph. Darst. |
| ISBN: | 9783802787751 |
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MARC
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| adam_text | CONTENTS
NOMENCLATURE III
1 INTRODUCTION 1
2 FOUNDATIONS AND STATE OF THE ART 3
2.1 . FUNCTIONALLY GRADED MATERIAL 3
2.2 PLANNING OF MANUFACTURING PROCESSES 7
2.3 EMPIRICAL MODELING 10
2.3.1 MULTIPLE LINEAR REGRESSION 11
2.3.2 DESIGN AND ANALYSIS OF COMPUTER EXPERIMENTS 12
2.4 MODEL-BASED OPTIMIZATION 30
2.4.1 EFFICIENT GLOBAL OPTIMIZATION 30
2.4.2 MULTI-OBJECTIVE OPTIMIZATION 37
3 INITIAL SITUATION AND OBJECTIVES OF THE THESIS 57
4 PLANNING OF MANUFACTURING PROCESS CHAINS FOR FGMS 59
4.1 COMPONENT DESCRIPTION 00
4.2 SYNTHESIS 01
4.3 MODEL-BASED OPTIMIZATION 63
4.4 SPECIFICATION OF THE OPTIMIZED PROCESS CHAIN 60
5 FRAMEWORK FOR PROCESS MODELING AND MODEL-BASED OPTIMIZATION 69
5.1 FORMALIZATION OF THE PROCESS 69
5.2 DESIGN OF EXPERIMENTS 71
5.3 FITTING OF MODEL PARAMETERS 72
5.4 MODEL VALIDATION AND TRANSFORMATION OF THE RESPONSE 73
5.5 MODEL-BASED VISUALIZATION AND ANALYSIS 75
5.6 CHOICE OF THE INFILL CRITERION 76
5.7 MODEL OPTIMIZATION 77
6 MODELING OF PRODUCTION PROCESSES USING EMPIRICAL DACE MODELS 79
6.1 ENHANCEMENTS FOR MODELING REAL-WORLD MEASUREMENT DATA 79
6.1.1 KERNELS FOR NOISY DATA 80
6.1.2 FITTING OF MODEL PARAMETERS 82
0.2 EMPIRICAL EVALUATION OF THE MODEL ENHANCEMENTS 85
6.2.1 RESEARCH QUESTIONS AND SCOPE OF THE BENCHMARK 80
0.2.2 PREEXPERIMENTAL PLANNING 80
I
HTTP://D-NB.INFO/1044988576
CONTENTS
6.2.3 DESIGN OF THE BENCHMARK 87
6.2.4 RESULTS 90
6.2.5 CONCLUSIONS AND DISCUSSION 99
7 SEQUENTIAL MODEL-BASED DESIGN FOR APPROXIMATING THE PARETO FRONTIER
107
7.1 NECESSARY CONDITIONS AND DESIRABLE PROPERTIES *. 107
7.2 EFFICIENT APPROACHES FOR MODEL-BASED MULTI-OBJECTIVE OPTIMIZATION .
. . 117
7.2.1 SMS-EGO: MULTI-OBJECTIVE EGO BASED ON THE HYPERVOLUME . . 117
7.2.2 E-EGO: MULTI-OBJECTIVE EGO BASED ON THE MAXIININ FITNESS . . . 120
7.2.3 CONCEPTUAL EVALUATION 120
7.2.4 INTERNAL OPTIMIZATION OF THE INFILL CRITERIA 121
7.3 EMPIRICAL EVALUATION ON BENCHMARK PROBLEMS 125
7.3.1 RESEARCH QUESTIONS AND TASK 125
7.3.2 DESIGN OF THE BENCHMARK 125
7.3.3 EVALUATION AND DISCUSSION 129
8 FUNCTIONAL GRADATION OF SELF-REINFORCED POLYPROPYLENE COMPOSITES 137
8.1 THERAIOMECHANICALLY INDUCED GRADATION OF THERMOPLASTIC COMPOSITES .
. 137
8.2 PROCESS DESIGN 138
8.3 LOCAL CHARACTERIZATION OF THE COMPONENT 141
8.4 EMPIRICAL MODELING OF THE PROCESS CHAIN 142
8.4.1 UNIFORM MOLDING TOOL 145
8.4.2 DIFFERENTIAL MOLDING TOOL 154
8.4.3 CONCLUSIONS 185
8.5 MODEL-BASED PROCESS CHAIN OPTIMIZATION 187
8.5.1 EXPERIMENTAL SETUP 187
8.5.2 RESULTS 190
9 SUMMARY AND OUTLOOK 195
REFERENCES 197
INDEX 229
PICTURE CREDITS 232
|
| any_adam_object | 1 |
| author | Wagner, Tobias 1980- |
| author_GND | (DE-588)1048033287 |
| author_facet | Wagner, Tobias 1980- |
| author_role | aut |
| author_sort | Wagner, Tobias 1980- |
| author_variant | t w tw |
| building | Verbundindex |
| bvnumber | BV041743479 |
| classification_tum | FER 040d |
| ctrlnum | (OCoLC)878004978 (DE-599)DNB1044988576 |
| dewey-full | 671.30685 |
| dewey-hundreds | 600 - Technology (Applied sciences) |
| dewey-ones | 671 - Metalworking & primary metal products |
| dewey-raw | 671.30685 |
| dewey-search | 671.30685 |
| dewey-sort | 3671.30685 |
| dewey-tens | 670 - Manufacturing |
| discipline | Maschinenbau / Maschinenwesen Fertigungstechnik Werkstoffwissenschaften / Fertigungstechnik |
| format | Thesis Book |
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| genre_facet | Hochschulschrift |
| id | DE-604.BV041743479 |
| illustrated | Illustrated |
| indexdate | 2024-07-10T01:04:20Z |
| institution | BVB |
| isbn | 9783802787751 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-027190016 |
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| physical | XII, 231 S. Ill., graph. Darst. |
| publishDate | 2013 |
| publishDateSearch | 2013 |
| publishDateSort | 2013 |
| publisher | Vulkan |
| record_format | marc |
| series | Schriftenreihe des ISF |
| series2 | Schriftenreihe des ISF |
| spelling | Wagner, Tobias 1980- Verfasser (DE-588)1048033287 aut Planning and multi-objective optimization of manufacturing processes by means of empirical surrogate models Tobias Wagner Essen ; [München] Vulkan 2013 XII, 231 S. Ill., graph. Darst. txt rdacontent n rdamedia nc rdacarrier Schriftenreihe des ISF 71 Zugl: Dortmund, Techn. Univ., Diss., 2013 Flexible Fertigung (DE-588)4017519-4 gnd rswk-swf Fertigungsplanung (DE-588)4113545-3 gnd rswk-swf Prozessanalyse (DE-588)4136607-4 gnd rswk-swf Kundenorientierung (DE-588)4316837-1 gnd rswk-swf Umformen (DE-588)4061585-6 gnd rswk-swf Prozessoptimierung (DE-588)4176074-8 gnd rswk-swf Phasenumwandlung (DE-588)4132140-6 gnd rswk-swf Prozesskette (DE-588)4325683-1 gnd rswk-swf Mehrstufenprozess (DE-588)4289349-5 gnd rswk-swf Thermomechanische Behandlung (DE-588)4059840-8 gnd rswk-swf (DE-588)4113937-9 Hochschulschrift gnd-content Umformen (DE-588)4061585-6 s Thermomechanische Behandlung (DE-588)4059840-8 s Phasenumwandlung (DE-588)4132140-6 s Mehrstufenprozess (DE-588)4289349-5 s Prozesskette (DE-588)4325683-1 s Fertigungsplanung (DE-588)4113545-3 s Prozessanalyse (DE-588)4136607-4 s Prozessoptimierung (DE-588)4176074-8 s Flexible Fertigung (DE-588)4017519-4 s Kundenorientierung (DE-588)4316837-1 s DE-604 Schriftenreihe des ISF 71 (DE-604)BV010915326 71 DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027190016&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Wagner, Tobias 1980- Planning and multi-objective optimization of manufacturing processes by means of empirical surrogate models Schriftenreihe des ISF Flexible Fertigung (DE-588)4017519-4 gnd Fertigungsplanung (DE-588)4113545-3 gnd Prozessanalyse (DE-588)4136607-4 gnd Kundenorientierung (DE-588)4316837-1 gnd Umformen (DE-588)4061585-6 gnd Prozessoptimierung (DE-588)4176074-8 gnd Phasenumwandlung (DE-588)4132140-6 gnd Prozesskette (DE-588)4325683-1 gnd Mehrstufenprozess (DE-588)4289349-5 gnd Thermomechanische Behandlung (DE-588)4059840-8 gnd |
| subject_GND | (DE-588)4017519-4 (DE-588)4113545-3 (DE-588)4136607-4 (DE-588)4316837-1 (DE-588)4061585-6 (DE-588)4176074-8 (DE-588)4132140-6 (DE-588)4325683-1 (DE-588)4289349-5 (DE-588)4059840-8 (DE-588)4113937-9 |
| title | Planning and multi-objective optimization of manufacturing processes by means of empirical surrogate models |
| title_auth | Planning and multi-objective optimization of manufacturing processes by means of empirical surrogate models |
| title_exact_search | Planning and multi-objective optimization of manufacturing processes by means of empirical surrogate models |
| title_full | Planning and multi-objective optimization of manufacturing processes by means of empirical surrogate models Tobias Wagner |
| title_fullStr | Planning and multi-objective optimization of manufacturing processes by means of empirical surrogate models Tobias Wagner |
| title_full_unstemmed | Planning and multi-objective optimization of manufacturing processes by means of empirical surrogate models Tobias Wagner |
| title_short | Planning and multi-objective optimization of manufacturing processes by means of empirical surrogate models |
| title_sort | planning and multi objective optimization of manufacturing processes by means of empirical surrogate models |
| topic | Flexible Fertigung (DE-588)4017519-4 gnd Fertigungsplanung (DE-588)4113545-3 gnd Prozessanalyse (DE-588)4136607-4 gnd Kundenorientierung (DE-588)4316837-1 gnd Umformen (DE-588)4061585-6 gnd Prozessoptimierung (DE-588)4176074-8 gnd Phasenumwandlung (DE-588)4132140-6 gnd Prozesskette (DE-588)4325683-1 gnd Mehrstufenprozess (DE-588)4289349-5 gnd Thermomechanische Behandlung (DE-588)4059840-8 gnd |
| topic_facet | Flexible Fertigung Fertigungsplanung Prozessanalyse Kundenorientierung Umformen Prozessoptimierung Phasenumwandlung Prozesskette Mehrstufenprozess Thermomechanische Behandlung Hochschulschrift |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027190016&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| volume_link | (DE-604)BV010915326 |
| work_keys_str_mv | AT wagnertobias planningandmultiobjectiveoptimizationofmanufacturingprocessesbymeansofempiricalsurrogatemodels |