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The Resource Differential evolution : a practical approach to global optimization, Kenneth V. Price, Rainer M. Storn, Jouni A. Lampinen, (electronic resource)

Differential evolution : a practical approach to global optimization, Kenneth V. Price, Rainer M. Storn, Jouni A. Lampinen, (electronic resource)

Creator
Contributor
Summary
Problems demanding globally optimal solutions are ubiquitous, yet many are intractable when they involve constrained functions having many local optima and interacting, mixed-type variables. The differential evolution (DE) algorithm is a practical approach to global numerical optimization which is easy to understand, simple to implement, reliable, and fast. Packed with illustrations, computer code, new insights, and practical advice, this volume explores DE in both principle and practice. It is a valuable resource for professionals needing a proven optimizer and for students wanting an evolutionary perspective on global numerical optimization
Language
eng
Work
Publication
Extent
1 online resource (xix, 538 p.)
Contents
  • Global optimization
  • The Motivation for Differential Evolution
  • Critical values for the control parameters of differential evolution algorithms
  • The Differential Evolution Algorithm
  • Fast Evolution Strategies
  • Benchmarking Differential Evolution
  • On the usage of differential evolution for function optimization
  • Problem Domains
  • Shape design and optimization by genetic algorithm
  • Architectural Aspects and Computing Environments
  • Computer Code
  • Computer Code
  • Applications
  • Genetic Algorithms and Related Techniques for Optimizing Si-H Clusters: A Merit Analysis for Differential Evolution
  • Non-Imaging Optical Design Using Differential Evolution
  • Optimization of an Industrial Compressor Supply System
  • Minimal Representation Multi-Sensor Fusion Using Differential Evolution
  • Determination of the Earthquake Hypocenter: A Challenge for the Differential Evolution Algorithm
  • Parallel Differential Evolution: Application to 3-D Medical Image Registration
  • Design of Efficient Erasure Codes with Differential Evolution
  • FIWIZ — A Versatile Program for the Design of Digital Filters Using Differential Evolution
  • Optimization of Radial Active Magnetic Bearings by Using Differential Evolution and the Finite Element Method
  • Application of Differential Evolution to the Analysis of X-Ray Reflectivity Data
  • Inverse Fractal Problem
  • Active Compensation in RF-Driven Plasmas by Means of Differential Evolution
Isbn
9783540313069
Instance
Label
Differential evolution : a practical approach to global optimization
Title
Differential evolution
Title remainder
a practical approach to global optimization
Statement of responsibility
Kenneth V. Price, Rainer M. Storn, Jouni A. Lampinen
Title variation
Global optimization
Creator
Contributor
Provider
Subject
Language
eng
Summary
Problems demanding globally optimal solutions are ubiquitous, yet many are intractable when they involve constrained functions having many local optima and interacting, mixed-type variables. The differential evolution (DE) algorithm is a practical approach to global numerical optimization which is easy to understand, simple to implement, reliable, and fast. Packed with illustrations, computer code, new insights, and practical advice, this volume explores DE in both principle and practice. It is a valuable resource for professionals needing a proven optimizer and for students wanting an evolutionary perspective on global numerical optimization
Member of
Cataloging source
GW5XE
http://library.link/vocab/creatorName
Price, Kenneth V
Image bit depth
0
LC call number
QA76.618
LC item number
.P67 2005eb
Literary form
non fiction
Nature of contents
dictionaries
http://library.link/vocab/relatedWorkOrContributorName
  • SpringerLink
  • Storn, Rainer M
  • Lampinen, Jouni A
Series statement
Natural Computing Series,
http://library.link/vocab/subjectName
  • Evolutionary programming (Computer science)
  • Genetic algorithms
  • Mathematical optimization
  • Programmation évolutive
  • Algorithmes génétiques
  • Optimisation mathématique
  • Evolutionary programming (Computer science)
  • Genetic algorithms
  • Mathematical optimization
  • Informatique
Label
Differential evolution : a practical approach to global optimization, Kenneth V. Price, Rainer M. Storn, Jouni A. Lampinen, (electronic resource)
Instantiates
Publication
Antecedent source
mixed
Bibliography note
Includes bibliographical references and index
Color
not applicable
Contents
Global optimization -- The Motivation for Differential Evolution -- Critical values for the control parameters of differential evolution algorithms -- The Differential Evolution Algorithm -- Fast Evolution Strategies -- Benchmarking Differential Evolution -- On the usage of differential evolution for function optimization -- Problem Domains -- Shape design and optimization by genetic algorithm -- Architectural Aspects and Computing Environments -- Computer Code -- Computer Code -- Applications -- Genetic Algorithms and Related Techniques for Optimizing Si-H Clusters: A Merit Analysis for Differential Evolution -- Non-Imaging Optical Design Using Differential Evolution -- Optimization of an Industrial Compressor Supply System -- Minimal Representation Multi-Sensor Fusion Using Differential Evolution -- Determination of the Earthquake Hypocenter: A Challenge for the Differential Evolution Algorithm -- Parallel Differential Evolution: Application to 3-D Medical Image Registration -- Design of Efficient Erasure Codes with Differential Evolution -- FIWIZ — A Versatile Program for the Design of Digital Filters Using Differential Evolution -- Optimization of Radial Active Magnetic Bearings by Using Differential Evolution and the Finite Element Method -- Application of Differential Evolution to the Analysis of X-Ray Reflectivity Data -- Inverse Fractal Problem -- Active Compensation in RF-Driven Plasmas by Means of Differential Evolution
Dimensions
unknown
Extent
1 online resource (xix, 538 p.)
File format
multiple file formats
Form of item
  • online
  • electronic
Isbn
9783540313069
Level of compression
uncompressed
Other control number
10.1007/3-540-31306-0
Other physical details
ill.
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
Stock number
978-3-540-20950-8
System control number
  • (OCoLC)262677779
  • (OCoLC)ocn262677779
Label
Differential evolution : a practical approach to global optimization, Kenneth V. Price, Rainer M. Storn, Jouni A. Lampinen, (electronic resource)
Publication
Antecedent source
mixed
Bibliography note
Includes bibliographical references and index
Color
not applicable
Contents
Global optimization -- The Motivation for Differential Evolution -- Critical values for the control parameters of differential evolution algorithms -- The Differential Evolution Algorithm -- Fast Evolution Strategies -- Benchmarking Differential Evolution -- On the usage of differential evolution for function optimization -- Problem Domains -- Shape design and optimization by genetic algorithm -- Architectural Aspects and Computing Environments -- Computer Code -- Computer Code -- Applications -- Genetic Algorithms and Related Techniques for Optimizing Si-H Clusters: A Merit Analysis for Differential Evolution -- Non-Imaging Optical Design Using Differential Evolution -- Optimization of an Industrial Compressor Supply System -- Minimal Representation Multi-Sensor Fusion Using Differential Evolution -- Determination of the Earthquake Hypocenter: A Challenge for the Differential Evolution Algorithm -- Parallel Differential Evolution: Application to 3-D Medical Image Registration -- Design of Efficient Erasure Codes with Differential Evolution -- FIWIZ — A Versatile Program for the Design of Digital Filters Using Differential Evolution -- Optimization of Radial Active Magnetic Bearings by Using Differential Evolution and the Finite Element Method -- Application of Differential Evolution to the Analysis of X-Ray Reflectivity Data -- Inverse Fractal Problem -- Active Compensation in RF-Driven Plasmas by Means of Differential Evolution
Dimensions
unknown
Extent
1 online resource (xix, 538 p.)
File format
multiple file formats
Form of item
  • online
  • electronic
Isbn
9783540313069
Level of compression
uncompressed
Other control number
10.1007/3-540-31306-0
Other physical details
ill.
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
Stock number
978-3-540-20950-8
System control number
  • (OCoLC)262677779
  • (OCoLC)ocn262677779

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