Evolutionary Optimization in Dynamic Environments

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Last edited by ImportBot
February 26, 2022 | History

Evolutionary Optimization in Dynamic Environments

Evolutionary Algorithms (EAs) have grown into a mature field of research in optimization, and have proven to be effective and robust problem solvers for a broad range of static real-world optimization problems. Yet, since they are based on the principles of natural evolution, and since natural evolution is a dynamic process in a changing environment, EAs are also well suited to dynamic optimization problems. Evolutionary Optimization in Dynamic Environments is the first comprehensive work on the application of EAs to dynamic optimization problems. It provides an extensive survey on research in the area and shows how EAs can be successfully used to continuously and efficiently adapt a solution to a changing environment, find a good trade-off between solution quality and adaptation cost, find robust solutions whose quality is insensitive to changes in the environment, find flexible solutions which are not only good but that can be easily adapted when necessary. All four aspects are treated in this book, providing a holistic view on the challenges and opportunities when applying EAs to dynamic optimization problems. The comprehensive and up-to-date coverage of the subject, together with details of latest original research, makes Evolutionary Optimization in Dynamic Environments an invaluable resource for researchers and professionals who are dealing with dynamic and stochastic optimization problems, and who are interested in applying local search heuristics, such as evolutionary algorithms.

Publish Date
Publisher
Springer US
Language
English
Pages
208

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Previews available in: English

Edition Availability
Cover of: Evolutionary Optimization in Dynamic Environments
Evolutionary Optimization in Dynamic Environments
2002, Springer US
electronic resource / in English

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Book Details


Edition Notes

Online full text is restricted to subscribers.

Also available in print.

Mode of access: World Wide Web.

Published in
Boston, MA
Series
Genetic Algorithms and Evolutionary Computation -- 3, Genetic algorithms and evolutionary computation -- 3.

Classifications

Dewey Decimal Class
006.3
Library of Congress
Q334-342, TJ210.2-211.495

The Physical Object

Format
[electronic resource] /
Pagination
1 online resource (xiv, 208 p.)
Number of pages
208

ID Numbers

Open Library
OL27037553M
Internet Archive
evolutionaryopti00bran
ISBN 10
1461353009, 1461509114
ISBN 13
9781461353003, 9781461509110
OCLC/WorldCat
852789391

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February 26, 2022 Edited by ImportBot import existing book
June 30, 2019 Created by MARC Bot import new book