Model-based engineering for energy-efficient operation of factory automation systems within non-productive phases:
Saved in:
| Main Author: | |
|---|---|
| Format: | Thesis Book |
| Language: | English |
| Published: |
Aachen
Shaker
2014
|
| Series: | Berichte aus der Informatik
|
| Subjects: | |
| Online Access: | Inhaltsverzeichnis Inhaltsverzeichnis |
| Physical Description: | XXVI, 203 Seiten Illustrationen, Diagramme 210 mm x 148 mm, 345 g |
| ISBN: | 9783844027211 |
Staff View
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| 245 | 1 | 0 | |a Model-based engineering for energy-efficient operation of factory automation systems within non-productive phases |c Sebastian G. Mechs |
| 264 | 1 | |a Aachen |b Shaker |c 2014 | |
| 300 | |a XXVI, 203 Seiten |b Illustrationen, Diagramme |c 210 mm x 148 mm, 345 g | ||
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| 502 | |b Dissertation |c Technische Universität Clausthal |d 2014 | ||
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Record in the Search Index
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|---|---|
| adam_text | CONTENTS
ABSTRACT V
ACKNOWLEDGMENT VII
ACRONYMS XIII
SYMBOLS AND VARIABLES XV
LIST OF FIGURES XIX
LIST OF TABLES XXIII
LIST OF DEFINITIONS XXV
I ENERGY EFFICIENCY OF FACTORY AUTOMATION SYSTEMS 1
1 INTRODUCTION 3
1.1 MOTIVATION IN ENERGY MANAGEMENT 4
1.1.1 POLITICAL AND ECONOMIC CHALLENGES 4
1.1.2 ORGANIZATIONAL AND TECHNICAL CHALLENGES 6
1.2 PROBLEM STATEMENT 7
1.2.1 INDUSTRIAL EXAMPLES 9
1.2.2 REQUIREMENTS FOR ENERGETICALLY EXPLOITING NON-PRODUCTIVE PHASES 10
1.3 RESEARCH OBJECTIVES AND SCIENTIFIC CONTRIBUTION 12
1.3.1 ANALYTICAL SYSTEM MODEL 12
1.3.2 COMPUTERIZED STRATEGIES FOR NON-PRODUCTIVE PHASES 13
1.4 OUTLINE 15
2 STATE OF THE ART 19
2.1 ENERGY PLANNING, MONITORING AND CONTROL USING BLACK BOXES 19
2.1.1 BUSINESS PLANNING 19
2.1.2 MULTIPLE SUBSYSTEMS 20
IX
HTTP://D-NB.INFO/1049163389
CONTENTS
2.1.3 SUMMARY 25
2.2 ENERGY PLANNING, MONITORING AND CONTROL USING WHITE BOXES 26
2.2.1 MULTIPLE SUBSYSTEMS 26
2.2.2 SINGLE SUBSYSTEMS 27
2.2.3 SUMMARY 30
2.3 SUMMARY 31
3 THEORETICAL BACKGROUND 33
3.1 AUTOMATED MANUFACTURING SYSTEMS 33
3.1.1 MACHINE TOOL CLASSIFICATION 33
3.1.2 FUNCTIONAL STRUCTURE 34
3.1.3 CONTROL STRUCTURE 35
3.2 SYSTEMS THEORY 37
3.3 TIMED DISCRETE EVENT SYSTEMS AND THE REACHABILITY PROBLEM 40
3.3.1 TIMED MODELS 42
3.3.2 STOCHASTIC TIMED MODELS 45
3.3.3 REACHABILITY AND OPTIMAL REACHABILITY 45
3.4 CONSTRAINT OPTIMIZATION 47
3.4.1 COMBINATORIAL OPTIMIZATION 48
3.4.2 TIME REPRESENTATION IN OPTIMIZATION MODELS 50
3.4.3 SELECTED SOLUTION PROCEDURES FOR OPTIMIZATION PROBLEMS 51
3.5 SUMMARY 54
II APPROACH FOR ENERGY-EFFICIENT OPERATION WITHIN NON-PRODUCTIVE PHASES
55
4 AUTOMATON-BASED SYSTEM MODEL 57
4.1 CONCEPTIONAL ELEMENTS 57
4.1.1 STRUCTURAL VIEW: MODULAR STRUCTURE OF AUTOMATION SYSTEMS 57
4.1.2 BEHAVIORAL VIEW: ENERGETICAL BEHAVIOR OF AUTOMATION SUBSYSTEMS 60
4.2 ANALYTICAL MODEL 61
4.2.1 NETWORK OF AUTOMATION SUBSYSTEMS 62
4.2.2 TEMPORAL AND ENERGETICAL MODEL OF AUTOMATION SUBSYSTEMS 63
4.2.3 PRODUCT OF AUTOMATION SUBSYSTEMS 65
4.3 SUMMARY 68
5 STRATEGIES FOR MAXIMIZING ENERGY EFFICIENCY 69
5.1 SWITCHING SEQUENCES AND STRATEGIES 69
5.1.1 A SWITCHING SEQUENCE WITHIN A SUBSYSTEM 69
5.1.2 ALTERNATIVE SWITCHING SEQUENCES WITHIN A SUBSYSTEM 70
X
CONTENTS
5.1.3 STRATEGIES WITHIN A SYSTEM 73
5.2 STRATEGY OPTIMIZATION PROBLEM 78
5.2.1 DECISION VARIABLES 78
5.2.2 OBJECTIVE FUNCTIONS 79
5.2.3 STRATEGY CONSTRAINTS 79
5.3 SUMMARY 81
6 BOUNDED INVESTIGATION OF THE SET OF STRATEGIES 83
6.1 REDUCED SET OF STRATEGIES WITHIN A SYSTEM 83
6.2 IDENTIFICATION OF THE ENERGY-OPTIMAL RELATED STRATEGY 84
6.3 PROCEDURE FOR BOUNDED INVESTIGATION 85
6.4 SUMMARY 89
7 FRAMEWORK FOR ROBUST EXECUTION OF STRATEGIES 91
7.1 ENGINEERING OF THE SYSTEM MODEL 92
7.2 CONTROL PROGRAM SPECIFICATION 94
7.3 STRATEGY SPECIFICATION 97
7.3.1 PARAMETERIZATION FOR STRATEGY COMPUTATION 97
7.3.2 RESULTING STRATEGY 98
7.4 STRATEGY SPECIFICATION WITH ROBUSTNESS MODIFICATIONS 99
7.5 STRATEGY EXECUTION AND SUPERVISION 101
7.6 SUMMARY 102
III EVALUATION AND PRESENTATION OF RESULTS 105
8 METHODOLOGY AND TEST ENVIRONMENT FOR EVALUATION 107
8.1 EVALUATION PERSPECTIVES AND OBJECTIVES 107
8.2 METHODS FOR EVALUATION 108
8.2.1 FORMAL AND ANALYTICAL METHODS 108
8.2.2 EXPERIMENTAL METHODS 109
8.3 TEST ENVIRONMENT 110
8.3.1 TEST BED TB
S
FOR DIRECT EXPERIMENTS 112
8.3.2 TEST BED TBJN FOR SIMULATION-BASED EXPERIMENTS 113
9 EVALUATION OF THE APPROACH 115
9.1 IDENTIFICATION OF OPTIMAL STRATEGIES 115
9.1.1 DETERMINATION OF THE SYSTEM SCALE AND SYSTEM STRUCTURE 115
9.1.2 PARAMETER VARIATION IDENTIFYING OPTIMAL STRATEGIES 118
9.1.3 SUMMARY 127
XI
CONTENTS
9.2 SPECIFICATION OF FEASIBLE STRATEGIES 128
9.2.1 SCENARIO-BASED FEASIBILITY ANALYSIS IN TEST BED TBS 128
9.2.2 SCENARIO-BASED FEASIBILITY ANALYSIS IN TEST BED TB/N 129
9.2.3 SUMMARY 131
9.3 MODEL VALIDATION USING STRATEGIES 133
9.3.1 ABSTRACTION REGARDING CONSTANT INPUT POWER OF MODES 134
9.3.2 ACCURACY OF ENERGY DEMAND PREDICTION FOR TEST BED TBS 137
9.3.3 ACCURACY OF ENERGY DEMAND PREDICTION FOR TEST BED TBJU 138
9.3.4 SUMMARY 142
9.4 REDUCTION OF ENERGY DEMANDS BY STRATEGIES 144
9.4.1 ECONOMIES IN TEST BED TBS 144
9.4.2 ECONOMIES IN TEST BED TB/N 145
9.4.3 SUMMARY 148
10 SUMMARY, CONCLUSION AND OUTLOOK 149
BIBLIOGRAPHY 155
INDEX 175
A TEST BED TBS 179
B TEST BED TBM 181
C EVALUATION OF THE APPROACH 189
XII
|
| adam_txt |
CONTENTS
ABSTRACT V
ACKNOWLEDGMENT VII
ACRONYMS XIII
SYMBOLS AND VARIABLES XV
LIST OF FIGURES XIX
LIST OF TABLES XXIII
LIST OF DEFINITIONS XXV
I ENERGY EFFICIENCY OF FACTORY AUTOMATION SYSTEMS 1
1 INTRODUCTION 3
1.1 MOTIVATION IN ENERGY MANAGEMENT 4
1.1.1 POLITICAL AND ECONOMIC CHALLENGES 4
1.1.2 ORGANIZATIONAL AND TECHNICAL CHALLENGES 6
1.2 PROBLEM STATEMENT 7
1.2.1 INDUSTRIAL EXAMPLES 9
1.2.2 REQUIREMENTS FOR ENERGETICALLY EXPLOITING NON-PRODUCTIVE PHASES 10
1.3 RESEARCH OBJECTIVES AND SCIENTIFIC CONTRIBUTION 12
1.3.1 ANALYTICAL SYSTEM MODEL 12
1.3.2 COMPUTERIZED STRATEGIES FOR NON-PRODUCTIVE PHASES 13
1.4 OUTLINE 15
2 STATE OF THE ART 19
2.1 ENERGY PLANNING, MONITORING AND CONTROL USING BLACK BOXES 19
2.1.1 BUSINESS PLANNING 19
2.1.2 MULTIPLE SUBSYSTEMS 20
IX
HTTP://D-NB.INFO/1049163389
CONTENTS
2.1.3 SUMMARY 25
2.2 ENERGY PLANNING, MONITORING AND CONTROL USING WHITE BOXES 26
2.2.1 MULTIPLE SUBSYSTEMS 26
2.2.2 SINGLE SUBSYSTEMS 27
2.2.3 SUMMARY 30
2.3 SUMMARY 31
3 THEORETICAL BACKGROUND 33
3.1 AUTOMATED MANUFACTURING SYSTEMS 33
3.1.1 MACHINE TOOL CLASSIFICATION 33
3.1.2 FUNCTIONAL STRUCTURE 34
3.1.3 CONTROL STRUCTURE 35
3.2 SYSTEMS THEORY 37
3.3 TIMED DISCRETE EVENT SYSTEMS AND THE REACHABILITY PROBLEM 40
3.3.1 TIMED MODELS 42
3.3.2 STOCHASTIC TIMED MODELS 45
3.3.3 REACHABILITY AND OPTIMAL REACHABILITY 45
3.4 CONSTRAINT OPTIMIZATION 47
3.4.1 COMBINATORIAL OPTIMIZATION 48
3.4.2 TIME REPRESENTATION IN OPTIMIZATION MODELS 50
3.4.3 SELECTED SOLUTION PROCEDURES FOR OPTIMIZATION PROBLEMS 51
3.5 SUMMARY 54
II APPROACH FOR ENERGY-EFFICIENT OPERATION WITHIN NON-PRODUCTIVE PHASES
55
4 AUTOMATON-BASED SYSTEM MODEL 57
4.1 CONCEPTIONAL ELEMENTS 57
4.1.1 STRUCTURAL VIEW: MODULAR STRUCTURE OF AUTOMATION SYSTEMS 57
4.1.2 BEHAVIORAL VIEW: ENERGETICAL BEHAVIOR OF AUTOMATION SUBSYSTEMS 60
4.2 ANALYTICAL MODEL 61
4.2.1 NETWORK OF AUTOMATION SUBSYSTEMS 62
4.2.2 TEMPORAL AND ENERGETICAL MODEL OF AUTOMATION SUBSYSTEMS 63
4.2.3 PRODUCT OF AUTOMATION SUBSYSTEMS 65
4.3 SUMMARY 68
5 STRATEGIES FOR MAXIMIZING ENERGY EFFICIENCY 69
5.1 SWITCHING SEQUENCES AND STRATEGIES 69
5.1.1 A SWITCHING SEQUENCE WITHIN A SUBSYSTEM 69
5.1.2 ALTERNATIVE SWITCHING SEQUENCES WITHIN A SUBSYSTEM 70
X
CONTENTS
5.1.3 STRATEGIES WITHIN A SYSTEM 73
5.2 STRATEGY OPTIMIZATION PROBLEM 78
5.2.1 DECISION VARIABLES 78
5.2.2 OBJECTIVE FUNCTIONS 79
5.2.3 STRATEGY CONSTRAINTS 79
5.3 SUMMARY 81
6 BOUNDED INVESTIGATION OF THE SET OF STRATEGIES 83
6.1 REDUCED SET OF STRATEGIES WITHIN A SYSTEM 83
6.2 IDENTIFICATION OF THE ENERGY-OPTIMAL RELATED STRATEGY 84
6.3 PROCEDURE FOR BOUNDED INVESTIGATION 85
6.4 SUMMARY 89
7 FRAMEWORK FOR ROBUST EXECUTION OF STRATEGIES 91
7.1 ENGINEERING OF THE SYSTEM MODEL 92
7.2 CONTROL PROGRAM SPECIFICATION 94
7.3 STRATEGY SPECIFICATION 97
7.3.1 PARAMETERIZATION FOR STRATEGY COMPUTATION 97
7.3.2 RESULTING STRATEGY 98
7.4 STRATEGY SPECIFICATION WITH ROBUSTNESS MODIFICATIONS 99
7.5 STRATEGY EXECUTION AND SUPERVISION 101
7.6 SUMMARY 102
III EVALUATION AND PRESENTATION OF RESULTS 105
8 METHODOLOGY AND TEST ENVIRONMENT FOR EVALUATION 107
8.1 EVALUATION PERSPECTIVES AND OBJECTIVES 107
8.2 METHODS FOR EVALUATION 108
8.2.1 FORMAL AND ANALYTICAL METHODS 108
8.2.2 EXPERIMENTAL METHODS 109
8.3 TEST ENVIRONMENT 110
8.3.1 TEST BED TB
S
FOR DIRECT EXPERIMENTS 112
8.3.2 TEST BED TBJN FOR SIMULATION-BASED EXPERIMENTS 113
9 EVALUATION OF THE APPROACH 115
9.1 IDENTIFICATION OF OPTIMAL STRATEGIES 115
9.1.1 DETERMINATION OF THE SYSTEM SCALE AND SYSTEM STRUCTURE 115
9.1.2 PARAMETER VARIATION IDENTIFYING OPTIMAL STRATEGIES 118
9.1.3 SUMMARY 127
XI
CONTENTS
9.2 SPECIFICATION OF FEASIBLE STRATEGIES 128
9.2.1 SCENARIO-BASED FEASIBILITY ANALYSIS IN TEST BED TBS 128
9.2.2 SCENARIO-BASED FEASIBILITY ANALYSIS IN TEST BED TB/N 129
9.2.3 SUMMARY 131
9.3 MODEL VALIDATION USING STRATEGIES 133
9.3.1 ABSTRACTION REGARDING CONSTANT INPUT POWER OF MODES 134
9.3.2 ACCURACY OF ENERGY DEMAND PREDICTION FOR TEST BED TBS 137
9.3.3 ACCURACY OF ENERGY DEMAND PREDICTION FOR TEST BED TBJU 138
9.3.4 SUMMARY 142
9.4 REDUCTION OF ENERGY DEMANDS BY STRATEGIES 144
9.4.1 ECONOMIES IN TEST BED TBS 144
9.4.2 ECONOMIES IN TEST BED TB/N 145
9.4.3 SUMMARY 148
10 SUMMARY, CONCLUSION AND OUTLOOK 149
BIBLIOGRAPHY 155
INDEX 175
A TEST BED TBS 179
B TEST BED TBM 181
C EVALUATION OF THE APPROACH 189
XII |
| any_adam_object | 1 |
| any_adam_object_boolean | 1 |
| author | Mechs, Sebastian G. |
| author_GND | (DE-588)1050038959 |
| author_facet | Mechs, Sebastian G. |
| author_role | aut |
| author_sort | Mechs, Sebastian G. |
| author_variant | s g m sg sgm |
| building | Verbundindex |
| bvnumber | BV047088972 |
| classification_rvk | QP 542 QR 520 QR 530 ZM 9240 |
| ctrlnum | (OCoLC)931518719 (DE-599)DNB1049163389 |
| dewey-full | 004 650 658.514 |
| dewey-hundreds | 000 - Computer science, information, general works 600 - Technology (Applied sciences) |
| dewey-ones | 004 - Computer science 650 - Management and auxiliary services 658 - General management |
| dewey-raw | 004 650 658.514 |
| dewey-search | 004 650 658.514 |
| dewey-sort | 14 |
| dewey-tens | 000 - Computer science, information, general works 650 - Management and auxiliary services |
| discipline | Informatik Werkstoffwissenschaften / Fertigungstechnik Wirtschaftswissenschaften |
| discipline_str_mv | Informatik Werkstoffwissenschaften / Fertigungstechnik Wirtschaftswissenschaften |
| format | Thesis Book |
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| genre | (DE-588)4113937-9 Hochschulschrift gnd-content |
| genre_facet | Hochschulschrift |
| id | DE-604.BV047088972 |
| illustrated | Illustrated |
| index_date | 2024-07-03T16:18:50Z |
| indexdate | 2024-07-10T09:02:15Z |
| institution | BVB |
| isbn | 9783844027211 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-032495577 |
| oclc_num | 931518719 |
| open_access_boolean | |
| owner | DE-83 |
| owner_facet | DE-83 |
| physical | XXVI, 203 Seiten Illustrationen, Diagramme 210 mm x 148 mm, 345 g |
| publishDate | 2014 |
| publishDateSearch | 2014 |
| publishDateSort | 2014 |
| publisher | Shaker |
| record_format | marc |
| series2 | Berichte aus der Informatik |
| spelling | Mechs, Sebastian G. Verfasser (DE-588)1050038959 aut Model-based engineering for energy-efficient operation of factory automation systems within non-productive phases Sebastian G. Mechs Aachen Shaker 2014 XXVI, 203 Seiten Illustrationen, Diagramme 210 mm x 148 mm, 345 g txt rdacontent n rdamedia nc rdacarrier Berichte aus der Informatik Dissertation Technische Universität Clausthal 2014 Zsfassung in englischer und deutscher Sprache Fertigung (DE-588)4016899-2 gnd rswk-swf Verarbeitendes Gewerbe (DE-588)4127067-8 gnd rswk-swf Automation (DE-588)4003957-2 gnd rswk-swf Energieeffizienz (DE-588)7660153-5 gnd rswk-swf (DE-588)4113937-9 Hochschulschrift gnd-content Verarbeitendes Gewerbe (DE-588)4127067-8 s Fertigung (DE-588)4016899-2 s Automation (DE-588)4003957-2 s Energieeffizienz (DE-588)7660153-5 s DE-604 Clausthal (DE-588)4070033-1 gnd uvp B:DE-89 V:DE-601 pdf/application http://www.gbv.de/dms/tib-ub-hannover/782243878.pdf 2014-07-03 Verlag Inhaltsverzeichnis Inhaltsverzeichnis DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=032495577&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Mechs, Sebastian G. Model-based engineering for energy-efficient operation of factory automation systems within non-productive phases Fertigung (DE-588)4016899-2 gnd Verarbeitendes Gewerbe (DE-588)4127067-8 gnd Automation (DE-588)4003957-2 gnd Energieeffizienz (DE-588)7660153-5 gnd |
| subject_GND | (DE-588)4016899-2 (DE-588)4127067-8 (DE-588)4003957-2 (DE-588)7660153-5 (DE-588)4113937-9 |
| title | Model-based engineering for energy-efficient operation of factory automation systems within non-productive phases |
| title_auth | Model-based engineering for energy-efficient operation of factory automation systems within non-productive phases |
| title_exact_search | Model-based engineering for energy-efficient operation of factory automation systems within non-productive phases |
| title_exact_search_txtP | Model-based engineering for energy-efficient operation of factory automation systems within non-productive phases |
| title_full | Model-based engineering for energy-efficient operation of factory automation systems within non-productive phases Sebastian G. Mechs |
| title_fullStr | Model-based engineering for energy-efficient operation of factory automation systems within non-productive phases Sebastian G. Mechs |
| title_full_unstemmed | Model-based engineering for energy-efficient operation of factory automation systems within non-productive phases Sebastian G. Mechs |
| title_short | Model-based engineering for energy-efficient operation of factory automation systems within non-productive phases |
| title_sort | model based engineering for energy efficient operation of factory automation systems within non productive phases |
| topic | Fertigung (DE-588)4016899-2 gnd Verarbeitendes Gewerbe (DE-588)4127067-8 gnd Automation (DE-588)4003957-2 gnd Energieeffizienz (DE-588)7660153-5 gnd |
| topic_facet | Fertigung Verarbeitendes Gewerbe Automation Energieeffizienz Hochschulschrift |
| url | http://www.gbv.de/dms/tib-ub-hannover/782243878.pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=032495577&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT mechssebastiang modelbasedengineeringforenergyefficientoperationoffactoryautomationsystemswithinnonproductivephases |
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