Evolutionary Computation in Dynamic and Uncertain Environments
Editors: Yang, Shengxiang, Ong, Yew Soon, Jin, Yaochu (Eds.)
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- About this book
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This book provides a compilation on the state-of-the-art and recent advances of evolutionary algorithms in dynamic and uncertain environments within a unified framework. The motivation for this book arises from the fact that some degree of uncertainty in characterizing any realistic engineering systems is inevitable. Representative methods for addressing major sources of uncertainties in evolutionary computation, including handle of noisy fitness functions, use of approximate fitness functions, search for robust solutions, and tracking moving optimums, are presented. "Evolutionary Computation in Dynamic and Uncertain Environments" is a valuable reference for scientists, researchers, professionals and students in the field of engineering and science, particularly in the areas of computational intelligence, natural computing and evolutionary computation.
- Table of contents (26 chapters)
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Explicit Memory Schemes for Evolutionary Algorithms in Dynamic Environments
Pages 3-28
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Particle Swarm Optimization in Dynamic Environments
Pages 29-49
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Evolution Strategies in Dynamic Environments
Pages 51-77
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Orthogonal Dynamic Hill Climbing Algorithm: ODHC
Pages 79-104
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Genetic Algorithms with Self-Organizing Behaviour in Dynamic Environments
Pages 105-127
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Table of contents (26 chapters)
- Download Preface 1 PDF (105.2 KB)
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Bibliographic Information
- Bibliographic Information
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- Book Title
- Evolutionary Computation in Dynamic and Uncertain Environments
- Editors
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- Shengxiang Yang
- Yew Soon Ong
- Yaochu Jin
- Series Title
- Studies in Computational Intelligence
- Series Volume
- 51
- Copyright
- 2007
- Publisher
- Springer-Verlag Berlin Heidelberg
- Copyright Holder
- Springer-Verlag Berlin Heidelberg
- eBook ISBN
- 978-3-540-49774-5
- DOI
- 10.1007/978-3-540-49774-5
- Hardcover ISBN
- 978-3-540-49772-1
- Softcover ISBN
- 978-3-642-08065-4
- Series ISSN
- 1860-949X
- Edition Number
- 1
- Number of Pages
- XXIII, 605
- Topics
