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Differential Evolution

A Practical Approach to Global Optimization

  • Kenneth V. Price
  • Rainer M. Storn
  • Jouni A. Lampinen

Part of the Natural Computing Series book series (NCS)

Table of contents

  1. Front Matter
    Pages I-XIX
  2. Global optimization

  3. Critical values for the control parameters of differential evolution algorithms

  4. Fast Evolution Strategies

  5. On the usage of differential evolution for function optimization

    1. Pages 189-265
  6. Shape design and optimization by genetic algorithm

  7. Computer Code

    1. Pages 287-309
  8. Applications

    1. Front Matter
      Pages 311-312
    2. David Corcoran, Steven Doyle
      Pages 327-337
    3. Evan P. Hancox, Robert W. Derksen
      Pages 339-351
    4. Rajive Joshi, Arthur C. Sanderson
      Pages 353-377
    5. Michel Salomon, Guy-René Perrin, Fabrice Heitz, J.-P. Armspach
      Pages 353-411
    6. Amin Shokrollahi, Rainer Storn
      Pages 413-427
    7. Matthew Wormington, Kevin M. Matney, D. Keith Bowen
      Pages 463-478
    8. Ivan Zelinka
      Pages 479-498
  9. Back Matter
    Pages 513-539

About this book

Introduction

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.

Keywords

Design Differential evolution Evolutionary computation Genetic Algorithms Global optimization Numerical optimization Variable algorithms computer optimization

Authors and affiliations

  • Kenneth V. Price
    • 1
  • Rainer M. Storn
    • 2
  • Jouni A. Lampinen
    • 3
  1. 1.VacavilleUSA
  2. 2.Rohde & Schwarz GmbH & Co. KGMünchenGermany
  3. 3.Department of Information TechnologyLappeenranta University of TechnologyLappeenrantaFinland

Bibliographic information

  • DOI https://doi.org/10.1007/3-540-31306-0
  • Copyright Information Springer-Verlag Berlin Heidelberg 2005
  • Publisher Name Springer, Berlin, Heidelberg
  • eBook Packages Computer Science
  • Print ISBN 978-3-540-20950-8
  • Online ISBN 978-3-540-31306-9
  • Series Print ISSN 1619-7127
  • Buy this book on publisher's site