Distributed optimization of coupled production systems via market-like coordination:
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Abschlussarbeit Buch |
| Sprache: | English |
| Veröffentlicht: |
Düren
Shaker Verlag
2020
|
| Schriftenreihe: | Schriftenreihe des Lehrstuhls für Systemdynamik und Prozessführung
2020, Band 1 |
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis Inhaltsverzeichnis |
| Beschreibung: | xxxix, 221 Seiten 52 Illustrationen 21 cm, 395 g |
| ISBN: | 9783844074949 3844074945 |
Internformat
MARC
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|---|---|---|---|
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| 024 | 3 | |a 9783844074949 | |
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| 100 | 1 | |a Wenzel, Simon |d 1988- |e Verfasser |0 (DE-588)1217795499 |4 aut | |
| 245 | 1 | 0 | |a Distributed optimization of coupled production systems via market-like coordination |c Simon Wenzel |
| 264 | 1 | |a Düren |b Shaker Verlag |c 2020 | |
| 300 | |a xxxix, 221 Seiten |b 52 Illustrationen |c 21 cm, 395 g | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b n |2 rdamedia | ||
| 338 | |b nc |2 rdacarrier | ||
| 490 | 1 | |a Schriftenreihe des Lehrstuhls für Systemdynamik und Prozessführung |v 2020, Band 1 | |
| 502 | |b Dissertation |c Technische Universität Dortmund |d 2020 | ||
| 650 | 0 | 7 | |a Quadratische Optimierung |0 (DE-588)4130555-3 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Marktmechanismus |0 (DE-588)4139127-5 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Produktionssystem |0 (DE-588)4138914-1 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Verteiltes System |0 (DE-588)4238872-7 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Ressourcenallokation |0 (DE-588)4129283-2 |2 gnd |9 rswk-swf |
| 653 | |a Site-wide optimization | ||
| 653 | |a Lagrangian relaxation | ||
| 653 | |a Shared resource allocation | ||
| 653 | |a Quadratic approximation coordination | ||
| 653 | |a Market-like coordination | ||
| 653 | |a Distributed optimization | ||
| 655 | 7 | |0 (DE-588)4113937-9 |a Hochschulschrift |2 gnd-content | |
| 689 | 0 | 0 | |a Produktionssystem |0 (DE-588)4138914-1 |D s |
| 689 | 0 | 1 | |a Verteiltes System |0 (DE-588)4238872-7 |D s |
| 689 | 0 | 2 | |a Quadratische Optimierung |0 (DE-588)4130555-3 |D s |
| 689 | 0 | 3 | |a Marktmechanismus |0 (DE-588)4139127-5 |D s |
| 689 | 0 | 4 | |a Ressourcenallokation |0 (DE-588)4129283-2 |D s |
| 689 | 0 | |5 DE-604 | |
| 710 | 2 | |a Shaker Verlag |0 (DE-588)1064118135 |4 pbl | |
| 776 | 0 | 8 | |i Erscheint auch als |n Online-Ausgabe |a Wenzel, Simon, 1988- |t Distributed optimization of coupled production systems via market-like coordination |b 1. Auflage |d Düren : Shaker, 2020 |h Online-Ressource, 263 Seiten, 52 Illustrationen |
| 830 | 0 | |a Schriftenreihe des Lehrstuhls für Systemdynamik und Prozessführung |v 2020, Band 1 |w (DE-604)BV035738045 |9 2020, Band 1 | |
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| 856 | 4 | 2 | |m DNB Datenaustausch |q application/pdf |u http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=032459292&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |3 Inhaltsverzeichnis |
| 999 | |a oai:aleph.bib-bvb.de:BVB01-032459292 | ||
| 883 | 2 | |8 1\p |a dnb |d 20201001 |q DE-101 |u https://d-nb.info/provenance/plan#dnb | |
Datensatz im Suchindex
| _version_ | 1804182040350818304 |
|---|---|
| adam_text | CONTENTS
DECLARATION
OF
AUTHORSHIP
III
PREVIOUSLY
PUBLISHED
MATERIAL
V
ABSTRACT
XV
KURZFASSUNG XVII
ACKNOWLEDGEMENTS
XIX
CONTENTS
XXI
LIST
OF
FIGURES
XXV
LIST
OF
TABLES
XXIX
LIST
OF
ABBREVIATIONS
XXXI
LIST
OF
SYMBOLS
XXXIII
1
INTRODUCTION
1
2
COORDINATION
OF
PRODUCTION
SYSTEMS
5
2.1
PROBLEM
STATEMENT
..............................................................................
5
2.2
MATHEMATICAL
PROBLEM
FORMULATION
.....................................................
9
2.3
REVIEW
OF
INDUSTRIAL
APPLICATIONS
........................................................
12
2.4
CHALLENGES
FOR
THE
COORDINATION
-
A
LANDSCAPE
....................................
14
2.4.1
ORGANIZATIONAL
FRAMEWORK
.....................................................
15
2.4.2
AWARENESS
AND
ACCEPTANCE
.....................................................
17
2.4.3
LEGAL
ASPECTS
...........................................................................
18
2.4.4
TECHNICAL
LIMITATIONS
....................................................................
20
XXII
2.4.5
INFORMATION
TECHNOLOGY
INFRASTRUCTURE
.....................................
21
2.4.6
SUITABLE
MODELS
............................................................................
23
2.4.7
UNCERTAINTY
..................................................................................
25
2.4.8
ALGORITHMS
..............................................................................
27
2.5
CONCLUSIONS
..............................................................................................
29
3
DISTRIBUTED
OPTIMIZATION
31
3.1
WHY
DISTRIBUTED
OPTIMIZATION?
...........................................................
31
3.2
THEORETICAL
BACKGROUND
.........................................................................
33
3.2.1
MODEL
CLASS
AND
ASSUMPTIONS
......................................................
33
3.2.2
FURTHER
MATHEMATICAL
DEFINITIONS
................................................
34
3.3
RELATED
COORDINATION
STRATEGIES
..............................................................
40
3.4
MARKET-LIKE
COORDINATION
.......................................................................
42
3.4.1
THEORY
OF
THE
INVISIBLE
HAND
OF
THE
MARKET
................................
43
3.4.2
FINDING
THE
EQUILIBRIUM
PRICE
-
THE
TATONNEMENT
PROCESS
...
44
3.4.3
ALGORITHMIC
INTERPRETATION
OF
THE
MARKET
MECHANISM
...........
46
3.5
AVAILABLE
METHODS
..............................................................................
47
3.5.1
DUAL
ASCENT
..............................................................................
47
3.5.2
DUAL
DECOMPOSITION
....................................................................
48
3.5.3
AUGMENTED
LAGRANGIAN
FUNCTION
AND
THE
METHOD
OF
MULTIPLIERS
....................................................................................
49
3.5.4
ALTERNATING
DIRECTION
METHOD
OF
MULTIPLIERS
................................
50
3.5.5
ILLUSTRATIVE
EXAMPLE
....................................................................
54
3.5.6
FURTHER
REFERENCES
TO
RELATED
UPDATE
SCHEMES
.............................
62
3.6
CONCLUSIONS
.............................................................................................
63
4
AN
ALGORITHM
TO
SPEED
UP
CONVERGENCE
65
4.1
ARCHITECTURE
OF
THE
INFORMATION
FLOW
......................................................
65
4.2
MOTIVATION
TO
USE
QUADRATIC
APPROXIMATION
.......................................
67
4.3
APPROXIMATION
OF
THE
EQUILIBRIUM
PRICE
.............................................
67
4.3.1
FINDING
THE
OPTIMAL
RESOURCE
UTILIZATION
FOR
THE
APPROXIMATED
PROBLEM
.................................................................
69
4.3.2
QUADRATIC
RELATION
OF
THE
CONSTRAINT
RESIDUAL
AND
THE
LAGRANGE
MULTIPLIERS
....................................................................
74
4.3.3
UNIQUE
SET
OF
ACTIVE
CONSTRAINTS
...............................................
75
4.3.4
CHANGING
SETS
OF
ACTIVE
CONSTRAINTS
..........................................
76
XXIII
4.4
FITTING
THE
PARAMETERS
OF
A
QUADRATIC
MODEL
.......................................
76
4.5
QUADRATIC
APPROXIMATION
BASED
ON
FEW
POINTS
.................................
78
4.5.1
SELECTION
CRITERIA
......................................................................
78
4.5.2
SELECTION
ALGORITHM
FOR
THE
APPROXIMATION
DATA
..........................
79
4.5.3
COVARIANCE
BASED
STEP
SIZE
CONSTRAINT
........................................
82
4.5.4
PROPOSED
ALGORITHM
FOR
THE
COORDINATION
..................................
86
4.6
EXTENSION
TO
HANDLE
CHANGING
SETS
OF
ACTIVE
CONSTRAINTS
.......................
90
4.7
CONCLUSIONS
.............................................................................................
93
5
CASE
STUDIES
95
5.1
COORDINATION
OF
UNCONSTRAINED
AND
CONSTRAINED
SUBSYSTEMS
...........
95
5.1.1
COORDINATION
OF
THREE
FICTITIOUS
PRODUCTION
PLANTS
....................
96
5.1.2
COORDINATION
OF
COUPLED
QUADRATIC
PROGRAMS
...........................
104
5.2
COORDINATION
AT
AN
INTEGRATED
PETROCHEMICAL
PRODUCTION
SITE
...........
124
5.2.1
DESCRIPTION
OF
THE
SITE
...............................................................
125
5.2.2
MODELING
OF
THE
PLANTS
...............................................................
126
5.2.3
FORMULATION
OF
THE
SITE-WIDE
OPTIMIZATION
PROBLEM
..............
134
5.2.4
STEAM
MANAGEMENT
.....................................................................
139
5.2.5
OPTIMAL
LOAD
ASSIGNMENT
FOR
MULTIPLE
EXCHANGE
NETWORKS
.
.
149
5.3
CONCLUSIONS
...........................................................................................
156
6
SUMMARY,
CONCLUSIONS
AND
OUTLOOK
163
A
DETAILED
DERIVATION
OF
THE
QUADRATIC
APPROXIMATION
167
B
DETAILED
DESCRIPTION
OF
THE
INEOS
IN
KOLN
PLANNING MODELS
171
B.L
THE
INEOS
IN
KOLN
POWER
PLANT
PLANNING
MODEL
................................
171
B.2
THE
INEOS
IN
KOLN
AMMONIA
PLANT
PLANNING
MODEL
..........................
174
B.3
THE
INEOS
IN
KOLN
ACRYLONITRILE
PLANT
PLANNING
MODEL
.....................
176
B.4
THE
INEOS
IN
KOLN
POLYETHYLENE
PLANT
PLANNING
MODEL
.....................
178
B.5
THE
INEOS
IN
KOLN
NITRIC
ACID
PLANT
PLANNING
MODEL
..........................
180
B.6
THE
INEOS
IN
KOLN
BUTADIENE
PLANT
PLANNING
MODEL
..........................
183
B.7
THE
INEOS
IN
KOLN
PROPYLENE
OXIDE
PLANT
PLANNING
MODEL
.............
185
B.
8
THE
INEOS
IN
KOLN
ETHYLENE
OXIDE
PLANT
PLANNING
MODEL
..................
187
C
NOTES
ON THE
IMPLEMENTATION
AND
USED
SOFTWARE
191
C.
L
IMPLEMENTATION
OF
THE
ALGORITHM
NAPS
...............................................
191
XXIV
C.2
USED
NUMERICAL
SOLVERS
...........................................................................
191
C.3
LIST
OF
SOFTWARE
VERSIONS
........................................................................
192
BIBLIOGRAPHY
193
FURTHER
PUBLICATIONS
OF
THE
AUTHOR
219
CURRICULUM
VITAE
223
|
| adam_txt |
CONTENTS
DECLARATION
OF
AUTHORSHIP
III
PREVIOUSLY
PUBLISHED
MATERIAL
V
ABSTRACT
XV
KURZFASSUNG XVII
ACKNOWLEDGEMENTS
XIX
CONTENTS
XXI
LIST
OF
FIGURES
XXV
LIST
OF
TABLES
XXIX
LIST
OF
ABBREVIATIONS
XXXI
LIST
OF
SYMBOLS
XXXIII
1
INTRODUCTION
1
2
COORDINATION
OF
PRODUCTION
SYSTEMS
5
2.1
PROBLEM
STATEMENT
.
5
2.2
MATHEMATICAL
PROBLEM
FORMULATION
.
9
2.3
REVIEW
OF
INDUSTRIAL
APPLICATIONS
.
12
2.4
CHALLENGES
FOR
THE
COORDINATION
-
A
LANDSCAPE
.
14
2.4.1
ORGANIZATIONAL
FRAMEWORK
.
15
2.4.2
AWARENESS
AND
ACCEPTANCE
.
17
2.4.3
LEGAL
ASPECTS
.
18
2.4.4
TECHNICAL
LIMITATIONS
.
20
XXII
2.4.5
INFORMATION
TECHNOLOGY
INFRASTRUCTURE
.
21
2.4.6
SUITABLE
MODELS
.
23
2.4.7
UNCERTAINTY
.
25
2.4.8
ALGORITHMS
.
27
2.5
CONCLUSIONS
.
29
3
DISTRIBUTED
OPTIMIZATION
31
3.1
WHY
DISTRIBUTED
OPTIMIZATION?
.
31
3.2
THEORETICAL
BACKGROUND
.
33
3.2.1
MODEL
CLASS
AND
ASSUMPTIONS
.
33
3.2.2
FURTHER
MATHEMATICAL
DEFINITIONS
.
34
3.3
RELATED
COORDINATION
STRATEGIES
.
40
3.4
MARKET-LIKE
COORDINATION
.
42
3.4.1
THEORY
OF
THE
INVISIBLE
HAND
OF
THE
MARKET
.
43
3.4.2
FINDING
THE
EQUILIBRIUM
PRICE
-
THE
TATONNEMENT
PROCESS
.
44
3.4.3
ALGORITHMIC
INTERPRETATION
OF
THE
MARKET
MECHANISM
.
46
3.5
AVAILABLE
METHODS
.
47
3.5.1
DUAL
ASCENT
.
47
3.5.2
DUAL
DECOMPOSITION
.
48
3.5.3
AUGMENTED
LAGRANGIAN
FUNCTION
AND
THE
METHOD
OF
MULTIPLIERS
.
49
3.5.4
ALTERNATING
DIRECTION
METHOD
OF
MULTIPLIERS
.
50
3.5.5
ILLUSTRATIVE
EXAMPLE
.
54
3.5.6
FURTHER
REFERENCES
TO
RELATED
UPDATE
SCHEMES
.
62
3.6
CONCLUSIONS
.
63
4
AN
ALGORITHM
TO
SPEED
UP
CONVERGENCE
65
4.1
ARCHITECTURE
OF
THE
INFORMATION
FLOW
.
65
4.2
MOTIVATION
TO
USE
QUADRATIC
APPROXIMATION
.
67
4.3
APPROXIMATION
OF
THE
EQUILIBRIUM
PRICE
.
67
4.3.1
FINDING
THE
OPTIMAL
RESOURCE
UTILIZATION
FOR
THE
APPROXIMATED
PROBLEM
.
69
4.3.2
QUADRATIC
RELATION
OF
THE
CONSTRAINT
RESIDUAL
AND
THE
LAGRANGE
MULTIPLIERS
.
74
4.3.3
UNIQUE
SET
OF
ACTIVE
CONSTRAINTS
.
75
4.3.4
CHANGING
SETS
OF
ACTIVE
CONSTRAINTS
.
76
XXIII
4.4
FITTING
THE
PARAMETERS
OF
A
QUADRATIC
MODEL
.
76
4.5
QUADRATIC
APPROXIMATION
BASED
ON
FEW
POINTS
.
78
4.5.1
SELECTION
CRITERIA
.
78
4.5.2
SELECTION
ALGORITHM
FOR
THE
APPROXIMATION
DATA
.
79
4.5.3
COVARIANCE
BASED
STEP
SIZE
CONSTRAINT
.
82
4.5.4
PROPOSED
ALGORITHM
FOR
THE
COORDINATION
.
86
4.6
EXTENSION
TO
HANDLE
CHANGING
SETS
OF
ACTIVE
CONSTRAINTS
.
90
4.7
CONCLUSIONS
.
93
5
CASE
STUDIES
95
5.1
COORDINATION
OF
UNCONSTRAINED
AND
CONSTRAINED
SUBSYSTEMS
.
95
5.1.1
COORDINATION
OF
THREE
FICTITIOUS
PRODUCTION
PLANTS
.
96
5.1.2
COORDINATION
OF
COUPLED
QUADRATIC
PROGRAMS
.
104
5.2
COORDINATION
AT
AN
INTEGRATED
PETROCHEMICAL
PRODUCTION
SITE
.
124
5.2.1
DESCRIPTION
OF
THE
SITE
.
125
5.2.2
MODELING
OF
THE
PLANTS
.
126
5.2.3
FORMULATION
OF
THE
SITE-WIDE
OPTIMIZATION
PROBLEM
.
134
5.2.4
STEAM
MANAGEMENT
.
139
5.2.5
OPTIMAL
LOAD
ASSIGNMENT
FOR
MULTIPLE
EXCHANGE
NETWORKS
.
.
149
5.3
CONCLUSIONS
.
156
6
SUMMARY,
CONCLUSIONS
AND
OUTLOOK
163
A
DETAILED
DERIVATION
OF
THE
QUADRATIC
APPROXIMATION
167
B
DETAILED
DESCRIPTION
OF
THE
INEOS
IN
KOLN
PLANNING MODELS
171
B.L
THE
INEOS
IN
KOLN
POWER
PLANT
PLANNING
MODEL
.
171
B.2
THE
INEOS
IN
KOLN
AMMONIA
PLANT
PLANNING
MODEL
.
174
B.3
THE
INEOS
IN
KOLN
ACRYLONITRILE
PLANT
PLANNING
MODEL
.
176
B.4
THE
INEOS
IN
KOLN
POLYETHYLENE
PLANT
PLANNING
MODEL
.
178
B.5
THE
INEOS
IN
KOLN
NITRIC
ACID
PLANT
PLANNING
MODEL
.
180
B.6
THE
INEOS
IN
KOLN
BUTADIENE
PLANT
PLANNING
MODEL
.
183
B.7
THE
INEOS
IN
KOLN
PROPYLENE
OXIDE
PLANT
PLANNING
MODEL
.
185
B.
8
THE
INEOS
IN
KOLN
ETHYLENE
OXIDE
PLANT
PLANNING
MODEL
.
187
C
NOTES
ON THE
IMPLEMENTATION
AND
USED
SOFTWARE
191
C.
L
IMPLEMENTATION
OF
THE
ALGORITHM
NAPS
.
191
XXIV
C.2
USED
NUMERICAL
SOLVERS
.
191
C.3
LIST
OF
SOFTWARE
VERSIONS
.
192
BIBLIOGRAPHY
193
FURTHER
PUBLICATIONS
OF
THE
AUTHOR
219
CURRICULUM
VITAE
223 |
| any_adam_object | 1 |
| any_adam_object_boolean | 1 |
| author | Wenzel, Simon 1988- |
| author_GND | (DE-588)1217795499 |
| author_facet | Wenzel, Simon 1988- |
| author_role | aut |
| author_sort | Wenzel, Simon 1988- |
| author_variant | s w sw |
| building | Verbundindex |
| bvnumber | BV047051949 |
| classification_rvk | VC 6452 |
| ctrlnum | (OCoLC)1237348094 (DE-599)DNB1213374448 |
| dewey-full | 658.5036 |
| dewey-hundreds | 600 - Technology (Applied sciences) |
| dewey-ones | 658 - General management |
| dewey-raw | 658.5036 |
| dewey-search | 658.5036 |
| dewey-sort | 3658.5036 |
| dewey-tens | 650 - Management and auxiliary services |
| discipline | Chemie / Pharmazie Wirtschaftswissenschaften |
| discipline_str_mv | Chemie / Pharmazie Wirtschaftswissenschaften |
| format | Thesis Book |
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| genre | (DE-588)4113937-9 Hochschulschrift gnd-content |
| genre_facet | Hochschulschrift |
| id | DE-604.BV047051949 |
| illustrated | Illustrated |
| index_date | 2024-07-03T16:08:23Z |
| indexdate | 2024-07-10T09:01:13Z |
| institution | BVB |
| institution_GND | (DE-588)1064118135 |
| isbn | 9783844074949 3844074945 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-032459292 |
| oclc_num | 1237348094 |
| open_access_boolean | |
| owner | DE-83 |
| owner_facet | DE-83 |
| physical | xxxix, 221 Seiten 52 Illustrationen 21 cm, 395 g |
| publishDate | 2020 |
| publishDateSearch | 2020 |
| publishDateSort | 2020 |
| publisher | Shaker Verlag |
| record_format | marc |
| series | Schriftenreihe des Lehrstuhls für Systemdynamik und Prozessführung |
| series2 | Schriftenreihe des Lehrstuhls für Systemdynamik und Prozessführung |
| spelling | Wenzel, Simon 1988- Verfasser (DE-588)1217795499 aut Distributed optimization of coupled production systems via market-like coordination Simon Wenzel Düren Shaker Verlag 2020 xxxix, 221 Seiten 52 Illustrationen 21 cm, 395 g txt rdacontent n rdamedia nc rdacarrier Schriftenreihe des Lehrstuhls für Systemdynamik und Prozessführung 2020, Band 1 Dissertation Technische Universität Dortmund 2020 Quadratische Optimierung (DE-588)4130555-3 gnd rswk-swf Marktmechanismus (DE-588)4139127-5 gnd rswk-swf Produktionssystem (DE-588)4138914-1 gnd rswk-swf Verteiltes System (DE-588)4238872-7 gnd rswk-swf Ressourcenallokation (DE-588)4129283-2 gnd rswk-swf Site-wide optimization Lagrangian relaxation Shared resource allocation Quadratic approximation coordination Market-like coordination Distributed optimization (DE-588)4113937-9 Hochschulschrift gnd-content Produktionssystem (DE-588)4138914-1 s Verteiltes System (DE-588)4238872-7 s Quadratische Optimierung (DE-588)4130555-3 s Marktmechanismus (DE-588)4139127-5 s Ressourcenallokation (DE-588)4129283-2 s DE-604 Shaker Verlag (DE-588)1064118135 pbl Erscheint auch als Online-Ausgabe Wenzel, Simon, 1988- Distributed optimization of coupled production systems via market-like coordination 1. Auflage Düren : Shaker, 2020 Online-Ressource, 263 Seiten, 52 Illustrationen Schriftenreihe des Lehrstuhls für Systemdynamik und Prozessführung 2020, Band 1 (DE-604)BV035738045 2020, Band 1 B:DE-101 application/pdf https://d-nb.info/1213374448/04 Inhaltsverzeichnis DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=032459292&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis 1\p dnb 20201001 DE-101 https://d-nb.info/provenance/plan#dnb |
| spellingShingle | Wenzel, Simon 1988- Distributed optimization of coupled production systems via market-like coordination Schriftenreihe des Lehrstuhls für Systemdynamik und Prozessführung Quadratische Optimierung (DE-588)4130555-3 gnd Marktmechanismus (DE-588)4139127-5 gnd Produktionssystem (DE-588)4138914-1 gnd Verteiltes System (DE-588)4238872-7 gnd Ressourcenallokation (DE-588)4129283-2 gnd |
| subject_GND | (DE-588)4130555-3 (DE-588)4139127-5 (DE-588)4138914-1 (DE-588)4238872-7 (DE-588)4129283-2 (DE-588)4113937-9 |
| title | Distributed optimization of coupled production systems via market-like coordination |
| title_auth | Distributed optimization of coupled production systems via market-like coordination |
| title_exact_search | Distributed optimization of coupled production systems via market-like coordination |
| title_exact_search_txtP | Distributed optimization of coupled production systems via market-like coordination |
| title_full | Distributed optimization of coupled production systems via market-like coordination Simon Wenzel |
| title_fullStr | Distributed optimization of coupled production systems via market-like coordination Simon Wenzel |
| title_full_unstemmed | Distributed optimization of coupled production systems via market-like coordination Simon Wenzel |
| title_short | Distributed optimization of coupled production systems via market-like coordination |
| title_sort | distributed optimization of coupled production systems via market like coordination |
| topic | Quadratische Optimierung (DE-588)4130555-3 gnd Marktmechanismus (DE-588)4139127-5 gnd Produktionssystem (DE-588)4138914-1 gnd Verteiltes System (DE-588)4238872-7 gnd Ressourcenallokation (DE-588)4129283-2 gnd |
| topic_facet | Quadratische Optimierung Marktmechanismus Produktionssystem Verteiltes System Ressourcenallokation Hochschulschrift |
| url | https://d-nb.info/1213374448/04 http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=032459292&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| volume_link | (DE-604)BV035738045 |
| work_keys_str_mv | AT wenzelsimon distributedoptimizationofcoupledproductionsystemsviamarketlikecoordination AT shakerverlag distributedoptimizationofcoupledproductionsystemsviamarketlikecoordination |
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