Design of modern heuristics: principles and application
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
Heidelberg
Springer
2011
|
| Schriftenreihe: | Natural computing series
|
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis Klappentext |
| Beschreibung: | XI, 267 Seiten Diagramme |
| ISBN: | 9783540729617 3540729615 |
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Datensatz im Suchindex
| _version_ | 1804140731867070464 |
|---|---|
| adam_text | IMAGE 1
CONTENTS
1 INTRODUCTION 1
PARTI FUNDAMENTALS
2 OPTIMIZATION PROBLEMS 7
2.1 SOLUTION PROCESS 8
2.1.1 RECOGNIZING PROBLEMS 9
2.1.2 DEFINING PROBLEMS 9
2.1.3 CONSTRUCTING MODELS 10
2.1.4 SOLVING MODELS 11
2.1.5 VALIDATING SOLUTIONS 12
2.1.6 IMPLEMENTING SOLUTIONS 13
2.2 PROBLEM INSTANCES 13
2.3 SEARCH SPACES 15
2.3.1 METRICS 16
2.3.2 NEIGHBORHOODS 18
2.3.3 FITNESS LANDSCAPES 21
2.3.4 OPTIMAL SOLUTIONS 21
2.4 PROPERTIES OF OPTIMIZATION PROBLEMS 22
2.4.1 PROBLEM DIFFICULTY 23
2.4.2 LOCALITY 30
2.4.3 DECOMPOSABILITY 36
3 OPTIMIZATION METHODS 45
3.1 ANALYTICAL AND NUMERICAL OPTIMIZATION METHODS 46
3.2 OPTIMIZATION METHODS FOR LINEAR, CONTINUOUS PROBLEMS 50 3.2.1 LINEAR
OPTIMIZATION PROBLEMS 51
3.2.2 SIMPLEX METHOD 52
3.2.3 SIMPLEX AND INTERIOR POINT METHODS 56
3.3 OPTIMIZATION METHODS FOR LINEAR, DISCRETE PROBLEMS 58 3.3.1 INTEGER
LINEAR PROBLEMS 58
BIBLIOGRAFISCHE INFORMATIONEN HTTP://D-NB.INFO/984276432
DIGITALISIERT DURCH
IMAGE 2
X CONTENTS
3.3.2 UNINFORMED AND INFORMED SEARCH 61
3.3.3 BRANCH AND BOUND METHODS 68
3.3.4 DYNAMIC PROGRAMMING 73
3.3.5 CUTTING PLANE METHODS 78
3.4 HEURISTIC OPTIMIZATION METHODS 82
3.4.1 HEURISTICS 85
3.4.2 APPROXIMATION ALGORITHMS 88
3.4.3 MODERN HEURISTICS 91
3.4.4 NO-FREE-LUNCH THEOREM 97
PART II MODERN HEURISTICS
4 DESIGN ELEMENTS 105
4.1 USING MODERN HEURISTICS 106
4.2 REPRESENTATION 108
4.2.1 GENOTYPES AND PHENOTYPES 108
4.2.2 GENOTYPE AND PHENOTYPE SPACE 110
4.2.3 BENEFITS OF REPRESENTATIONS I LL
4.2.4 STANDARD GENOTYPES I LL
4.3 SEARCH OPERATOR 113
4.3.1 GENERAL DESIGN GUIDELINES 113
4.3.2 LOCAL SEARCH OPERATORS 115
4.3.3 RECOMBINATION OPERATORS 117
4.3.4 DIRECT REPRESENTATIONS 120
4.3.5 STANDARD SEARCH OPERATORS 122
4.4 FITNESS FUNCTION 124
4.5 INITIALIZATION 127
5 SEARCH STRATEGIES 131
5.1 LOCAL SEARCH METHODS 132
5.1.1 VARIABLE NEIGHBORHOOD SEARCH 134
5.1.2 GUIDED LOCAL SEARCH 137
5.1.3 ITERATED LOCAL SEARCH 139
5.1.4 SIMULATED ANNEALING AND TABU SEARCH 140
5.1.5 EVOLUTION STRATEGY 142
5.2 RECOMBINATION-BASED SEARCH METHODS 145
5.2.1 GENETIC ALGORITHMS 147
5.2.2 ESTIMATION OF DISTRIBUTION ALGORITHMS 151
5.2.3 GENETIC PROGRAMMING 153
6 DESIGN PRINCIPLES 157
6.1 HIGH LOCALITY 158
6.1.1 SEARCH OPERATOR 159
6.1.2 REPRESENTATION 161
6.2 BIASING MODERN HEURISTICS 164
6.2.1 INCORPORATING CONSTRUCTION HEURISTICS IN REPRESENTATIONS... 165
IMAGE 3
CONTENTS XI
6.2.2 REDUNDANT REPRESENTATION 167
6.2.3 SEARCH OPERATOR 170
PART III CASE STUDIES
7 HIGH LOCALITY REPRESENTATIONS FOR AUTOMATED PROGRAMMING 175 7.1
GRAMMATICAL EVOLUTION 176
7.2 TEST PROBLEMS 178
7.3 LOCALITY OF GRAMMATICAL EVOLUTION 178
7.4 INFLUENCE OF LOCALITY ON GE PERFORMANCE 181
8 BIASED MODERN HEURISTICS FOR THE OCST PROBLEM 1 85
8.1 THE OPTIMAL COMMUNICATION SPANNING TREE PROBLEM 186 8.1.1 PROBLEM
DESCRIPTION 186
8.1.2 EXISTING SOLUTION APPROACHES 187
8.1.3 BIAS OF OCST PROBLEMS 189
8.2 BIASING MODERN HEURISTICS FOR OCST PROBLEMS 194
8.3 SEARCH OPERATOR 195
8.3.1 SEARCH OPERATORS OF THE EDGE-SET ENCODING 196 8.3.2 BIAS 198
8.3.3 PERFORMANCE RESULTS 202
8.4 REPRESENTATION 207
8.4.1 THE LINK-BIASED ENCODING 207
8.4.2 EXPERIMENTAL RESULTS 209
8.5 INITIALIZATION 215
8.5.1 USING AN MST AS INITIAL SOLUTION 216
8.5.2 EXPERIMENTAL RESULTS 217
9 SUMMARY 221
REFERENCES 227
NOMENCLATURE 257
GLOSSARY 261
INDEX 263
Franz Rothlauf
Design of
Modern
Heuristics
Most textbooks on
modern
heuristics provide the reader with detailed descriptions of the functionality
of single examples like genetic algorithms, genetic programming, tabu search, simulated annealing,
and others, but fail to teach the underlying concepts behind these different approaches.
The author takes a different approach in this textbook by focusing on the users needs and answering
three fundamental questions: First, he tells us which problems modern heuristics are expected to
perform well on, and which should be left to traditional optimization methods. Second, he teaches us
to systematically design the right modern heuristic for a particular problem by providing a coherent
view on design elements and working principles. Third, he shows how we can make use of problem-
specific knowledge for the design of efficient and effective modern heuristics that solve not only small
toy problems but also perform well on large real-world problems.
This book is written in an easy-to-read style and it is aimed at students and practitioners in computer
science, operations research and information systems who want to understand modern heuristics and
are interested in a guide to their systematic design and use.
|
| any_adam_object | 1 |
| author | Rothlauf, Franz 1971- |
| author_GND | (DE-588)123759978 |
| author_facet | Rothlauf, Franz 1971- |
| author_role | aut |
| author_sort | Rothlauf, Franz 1971- |
| author_variant | f r fr |
| building | Verbundindex |
| bvnumber | BV035791127 |
| classification_rvk | SK 890 ST 300 QH 400 |
| ctrlnum | (OCoLC)747099719 (DE-599)DNB984276432 |
| dewey-full | 004.015197 006.3 |
| dewey-hundreds | 000 - Computer science, information, general works |
| dewey-ones | 004 - Computer science 006 - Special computer methods |
| dewey-raw | 004.015197 006.3 |
| dewey-search | 004.015197 006.3 |
| dewey-sort | 14.015197 |
| dewey-tens | 000 - Computer science, information, general works |
| discipline | Informatik Mathematik Wirtschaftswissenschaften |
| format | Book |
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| id | DE-604.BV035791127 |
| illustrated | Not Illustrated |
| indexdate | 2024-07-09T22:04:39Z |
| institution | BVB |
| isbn | 9783540729617 3540729615 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-018650459 |
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| physical | XI, 267 Seiten Diagramme |
| publishDate | 2011 |
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| publisher | Springer |
| record_format | marc |
| series2 | Natural computing series |
| spelling | Rothlauf, Franz 1971- Verfasser (DE-588)123759978 aut Design of modern heuristics principles and application Franz Rothlauf Heidelberg Springer 2011 XI, 267 Seiten Diagramme txt rdacontent n rdamedia nc rdacarrier Natural computing series Suchverfahren (DE-588)4132315-4 gnd rswk-swf Heuristik (DE-588)4024772-7 gnd rswk-swf Heuristische Programmierung (DE-588)4434810-1 gnd rswk-swf Soft Computing (DE-588)4455833-8 gnd rswk-swf Metaheuristik (DE-588)4820176-5 gnd rswk-swf Optimierungsproblem (DE-588)4390818-4 gnd rswk-swf Kombinatorische Optimierung (DE-588)4031826-6 gnd rswk-swf Heuristik (DE-588)4024772-7 s Suchverfahren (DE-588)4132315-4 s Optimierungsproblem (DE-588)4390818-4 s DE-604 Metaheuristik (DE-588)4820176-5 s Soft Computing (DE-588)4455833-8 s Heuristische Programmierung (DE-588)4434810-1 s Kombinatorische Optimierung (DE-588)4031826-6 s 1\p DE-604 Erscheint auch als Druck-Ausgabe, Paperback 978-3-642-27070-3 Erscheint auch als Online-Ausgabe 978-3-540-72962-4 DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=018650459&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis Digitalisierung UB Passau application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=018650459&sequence=000004&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA Klappentext 1\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk |
| spellingShingle | Rothlauf, Franz 1971- Design of modern heuristics principles and application Suchverfahren (DE-588)4132315-4 gnd Heuristik (DE-588)4024772-7 gnd Heuristische Programmierung (DE-588)4434810-1 gnd Soft Computing (DE-588)4455833-8 gnd Metaheuristik (DE-588)4820176-5 gnd Optimierungsproblem (DE-588)4390818-4 gnd Kombinatorische Optimierung (DE-588)4031826-6 gnd |
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| title | Design of modern heuristics principles and application |
| title_auth | Design of modern heuristics principles and application |
| title_exact_search | Design of modern heuristics principles and application |
| title_full | Design of modern heuristics principles and application Franz Rothlauf |
| title_fullStr | Design of modern heuristics principles and application Franz Rothlauf |
| title_full_unstemmed | Design of modern heuristics principles and application Franz Rothlauf |
| title_short | Design of modern heuristics |
| title_sort | design of modern heuristics principles and application |
| title_sub | principles and application |
| topic | Suchverfahren (DE-588)4132315-4 gnd Heuristik (DE-588)4024772-7 gnd Heuristische Programmierung (DE-588)4434810-1 gnd Soft Computing (DE-588)4455833-8 gnd Metaheuristik (DE-588)4820176-5 gnd Optimierungsproblem (DE-588)4390818-4 gnd Kombinatorische Optimierung (DE-588)4031826-6 gnd |
| topic_facet | Suchverfahren Heuristik Heuristische Programmierung Soft Computing Metaheuristik Optimierungsproblem Kombinatorische Optimierung |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=018650459&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=018650459&sequence=000004&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT rothlauffranz designofmodernheuristicsprinciplesandapplication |