The Resource Adaptive Differential Evolution : A Robust Approach to Multimodal Problem Optimization, by Jingqiao Zhang, Arthur C. Sanderson, (electronic resource)

Adaptive Differential Evolution : A Robust Approach to Multimodal Problem Optimization, by Jingqiao Zhang, Arthur C. Sanderson, (electronic resource)

Label
Adaptive Differential Evolution : A Robust Approach to Multimodal Problem Optimization
Title
Adaptive Differential Evolution
Title remainder
A Robust Approach to Multimodal Problem Optimization
Statement of responsibility
by Jingqiao Zhang, Arthur C. Sanderson
Creator
Contributor
Author
Author
Subject
Language
  • eng
  • eng
Summary
Optimization problems are ubiquitous in academic research and real-world applications wherever such resources as space, time and cost are limited. Researchers and practitioners need to solve problems fundamental to their daily work which, however, may show a variety of challenging characteristics such as discontinuity, nonlinearity, nonconvexity, and multimodality. It is expected that solving a complex optimization problem itself should easy to use, reliable and efficient to achieve satisfactory solutions. Differential evolution is a recent branch of evolutionary algorithms that is capable of addressing a wide set of complex optimization problems in a relatively uniform and conceptually simple manner. For better performance, the control parameters of differential evolution need to be set appropriately as they have different effects on evolutionary search behaviours for various problems or at different optimization stages of a single problem. The fundamental theme of the book is theoretical study of differential evolution and algorithmic analysis of parameter adaptive schemes. Topics covered in this book include: Theoretical analysis of differential evolution and its control parameters Algorithmic design and comparative analysis of parameter adaptive schemes Scalability analysis of adaptive differential evolution Adaptive differential evolution for multi-objective optimization Incorporation of surrogate model for computationally expensive optimization Application to winner determination in combinatorial auctions of E-Commerce Application to flight route planning in Air Traffic Management Application to transition probability matrix optimization in credit-decision making
Member of
Is Subseries of
http://library.link/vocab/creatorName
Zhang, Jingqiao
Dewey number
620.7
http://bibfra.me/vocab/relation/httpidlocgovvocabularyrelatorsaut
  • yZcNe0dHO1c
  • 2GBhsIgzets
Language note
English
LC call number
TA342-343
Literary form
non fiction
Nature of contents
dictionaries
http://library.link/vocab/relatedWorkOrContributorName
Sanderson, Arthur C.
Series statement
Adaptation, Learning, and Optimization,
Series volume
1
http://library.link/vocab/subjectName
  • Artificial intelligence
  • Engineering mathematics
  • Operations research
  • Mathematics
  • Mathematical Modeling and Industrial Mathematics
  • Artificial Intelligence
  • Mathematical and Computational Engineering
  • Operations Research/Decision Theory
  • Applications of Mathematics
Label
Adaptive Differential Evolution : A Robust Approach to Multimodal Problem Optimization, by Jingqiao Zhang, Arthur C. Sanderson, (electronic resource)
Instantiates
Publication
Note
Description based upon print version of record
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
  • cr
Content category
text
Content type code
  • txt
Contents
Related Work and Background -- Theoretical Analysis of Differential Evolution -- Parameter Adaptive Differential Evolution -- Surrogate Model-Based Differential Evolution -- Adaptive Multi-objective Differential Evolution -- Application to Winner Determination Problems in Combinatorial Auctions -- Application to Flight Planning in Air Traffic Control Systems -- Application to the TPM Optimization in Credit Decision Making -- Conclusions and Future Work
Dimensions
unknown
Edition
1st ed. 2009.
Extent
1 online resource (175 p.)
Form of item
online
Isbn
9786613003676
Media category
computer
Media type code
  • c
Other control number
10.1007/978-3-642-01527-4
Specific material designation
remote
System control number
  • (CKB)1000000000772977
  • (EBL)451172
  • (OCoLC)437346708
  • (SSID)ssj0000315692
  • (PQKBManifestationID)11238924
  • (PQKBTitleCode)TC0000315692
  • (PQKBWorkID)10256315
  • (PQKB)11086364
  • (SSID)ssj0000767768
  • (PQKBManifestationID)12331903
  • (PQKBTitleCode)TC0000767768
  • (PQKBWorkID)10758469
  • (PQKB)11391718
  • (DE-He213)978-3-642-01527-4
  • (MiAaPQ)EBC451172
  • (EXLCZ)991000000000772977
Label
Adaptive Differential Evolution : A Robust Approach to Multimodal Problem Optimization, by Jingqiao Zhang, Arthur C. Sanderson, (electronic resource)
Publication
Note
Description based upon print version of record
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
  • cr
Content category
text
Content type code
  • txt
Contents
Related Work and Background -- Theoretical Analysis of Differential Evolution -- Parameter Adaptive Differential Evolution -- Surrogate Model-Based Differential Evolution -- Adaptive Multi-objective Differential Evolution -- Application to Winner Determination Problems in Combinatorial Auctions -- Application to Flight Planning in Air Traffic Control Systems -- Application to the TPM Optimization in Credit Decision Making -- Conclusions and Future Work
Dimensions
unknown
Edition
1st ed. 2009.
Extent
1 online resource (175 p.)
Form of item
online
Isbn
9786613003676
Media category
computer
Media type code
  • c
Other control number
10.1007/978-3-642-01527-4
Specific material designation
remote
System control number
  • (CKB)1000000000772977
  • (EBL)451172
  • (OCoLC)437346708
  • (SSID)ssj0000315692
  • (PQKBManifestationID)11238924
  • (PQKBTitleCode)TC0000315692
  • (PQKBWorkID)10256315
  • (PQKB)11086364
  • (SSID)ssj0000767768
  • (PQKBManifestationID)12331903
  • (PQKBTitleCode)TC0000767768
  • (PQKBWorkID)10758469
  • (PQKB)11391718
  • (DE-He213)978-3-642-01527-4
  • (MiAaPQ)EBC451172
  • (EXLCZ)991000000000772977

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