Designing Evolutionary Algorithms Dynamic by Morrison Ronald (27 results)
Language: English
Published by Springer, 2004
Series: Natural Computing, Book 20 of 32. Book 20 of 32 - Natural Computing
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Language: English
Published by Springer, 2004
Series: Natural Computing, Book 20 of 32. Book 20 of 32 - Natural Computing
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Condition: Used. pp. 168.
Language: English
Published by Springer, 2004
Series: Natural Computing, Book 20 of 32. Book 20 of 32 - Natural Computing
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Language: English
Published by Springer, 2004
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Published by Springer Berlin Heidelberg 2010-02-19, 2010
Series: Natural Computing, Book 20 of 32. Book 20 of 32 - Natural Computing
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Published by Springer, 2004
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Language: English
Published by Springer, 2010
Series: Natural Computing, Book 20 of 32. Book 20 of 32 - Natural Computing
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Language: English
Published by Springer, 2004
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Language: English
Published by Springer, 2004
Series: Natural Computing, Book 20 of 32. Book 20 of 32 - Natural Computing
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Language: English
Published by Springer, 2010
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Language: English
Published by Springer, 2004
Series: Natural Computing, Book 20 of 32. Book 20 of 32 - Natural Computing
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Language: English
Published by Springer Berlin Heidelberg, 2010
Series: Natural Computing, Book 20 of 32. Book 20 of 32 - Natural Computing
- Softcover
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Taschenbuch. Condition: Neu. Druck auf Anfrage Neuware - Printed after ordering - The robust capability of evolutionary algorithms (EAs) to find solutions to difficult problems has permitted them to become popular as optimization and search techniques for many industries. Despite the success of EAs, the resultant solutions are o…ften fragile and prone to failure when the problem changes, usually requiring human intervention to keep the EA on track. Since many optimization problems in engineering, finance, and information technology require systems that can adapt to changes over time, it is desirable that EAs be able to respond to changes in the environment on their own. This book provides an analysis of what an EA needs to do to automatically and continuously solve dynamic problems, focusing on detecting changes in the problem environment and responding to those changes. In this book we identify and quantify a key attribute needed to improve the detection and response performance of EAs in dynamic environments. We then create an enhanced EA, designed explicitly to exploit this new understanding. This enhanced EA is shown to have superior performance on some types of problems. Our experiments evaluating this enhanced EA indicate some pre viously unknown relationships between performance and diversity that may lead to general methods for improving EAs in dynamic environments. Along the way, several other important design issues are addressed involving com putational efficiency, performance measurement, and the testing of EAs in dynamic environments.
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Language: English
Published by Springer, Springer, 2004
Series: Natural Computing, Book 20 of 32. Book 20 of 32 - Natural Computing
- Hardcover
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Buch. Condition: Neu. Druck auf Anfrage Neuware - Printed after ordering - The robust capability of evolutionary algorithms (EAs) to find solutions to difficult problems has permitted them to become popular as optimization and search techniques for many industries. Despite the success of EAs, the resultant solutions are often fr…agile and prone to failure when the problem changes, usually requiring human intervention to keep the EA on track. Since many optimization problems in engineering, finance, and information technology require systems that can adapt to changes over time, it is desirable that EAs be able to respond to changes in the environment on their own. This book provides an analysis of what an EA needs to do to automatically and continuously solve dynamic problems, focusing on detecting changes in the problem environment and responding to those changes. In this book we identify and quantify a key attribute needed to improve the detection and response performance of EAs in dynamic environments. We then create an enhanced EA, designed explicitly to exploit this new understanding. This enhanced EA is shown to have superior performance on some types of problems. Our experiments evaluating this enhanced EA indicate some pre viously unknown relationships between performance and diversity that may lead to general methods for improving EAs in dynamic environments. Along the way, several other important design issues are addressed involving com putational efficiency, performance measurement, and the testing of EAs in dynamic environments.
Language: English
Published by Springer, 2004
Series: Natural Computing, Book 20 of 32. Book 20 of 32 - Natural Computing
- Hardcover
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Language: English
Published by Springer, 2010
Series: Natural Computing, Book 20 of 32. Book 20 of 32 - Natural Computing
- Softcover
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Taschenbuch. Condition: Neu. Designing Evolutionary Algorithms for Dynamic Environments | Ronald W. Morrison | Taschenbuch | Natural Computing Series | xii | Englisch | 2010 | Springer | EAN 9783642059520 | Verantwortliche Person für die EU: Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg, juergen[dot]hartmann[at]sprin…ger[dot]com | Anbieter: preigu.
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Language: English
Published by Springer, 2004
Series: Natural Computing, Book 20 of 32. Book 20 of 32 - Natural Computing
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2004. 161 p. New! -- Neu und originalverschweißt! 9783540212317 Sprache: Englisch Gewicht in Gramm: 386 Hardcover: 23.4 x 1.1 x 15.6 cm.
Language: English
Published by Springer, 2010
Series: Natural Computing, Book 20 of 32. Book 20 of 32 - Natural Computing
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Language: English
Published by Springer, 2004
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Condition: Used. pp. 168 Illus. This item is printed on demand.
Language: English
Published by Springer, 2010
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- Softcover
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Language: English
Published by Springer Berlin Heidelberg Dez 2010, 2010
Series: Natural Computing, Book 20 of 32. Book 20 of 32 - Natural Computing
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Taschenbuch. Condition: Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -Detailsrobustness, stability, and performance of Evolutionary Algorithms in dynamic environments 164 pp. Englisch.
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Language: English
Published by Springer Berlin Heidelberg Jun 2004, 2004
Series: Natural Computing, Book 20 of 32. Book 20 of 32 - Natural Computing
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Buch. Condition: Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -Detailsrobustness, stability, and performance of Evolutionary Algorithms in dynamic environments 164 pp. Englisch.
Language: English
Published by Springer, 2010
Series: Natural Computing, Book 20 of 32. Book 20 of 32 - Natural Computing
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Condition: New. Print on Demand pp. 164 78 Illus.
Language: English
Published by Springer, 2010
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Condition: New. PRINT ON DEMAND pp. 164.
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Published by Springer Berlin Heidelberg, 2010
Series: Natural Computing, Book 20 of 32. Book 20 of 32 - Natural Computing
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Condition: New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. The first book focusing on robustness, stability, and performance of EAs in dynamic environmentsDr. Morrison has been at Mitretek Systems for four years as a Senior Manager and Fellow. He currently serves as an adviso…r to U.S. government offic.
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Language: English
Published by Springer Berlin Heidelberg, 2004
Series: Natural Computing, Book 20 of 32. Book 20 of 32 - Natural Computing
- Hardcover
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Condition: New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. The first book focusing on robustness, stability, and performance of EAs in dynamic environmentsDr. Morrison has been at Mitretek Systems for four years as a Senior Manager and Fellow. He currently serves as an adviso…r to U.S. government offic.
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Language: English
Published by Springer, Springer Jun 2004, 2004
Series: Natural Computing, Book 20 of 32. Book 20 of 32 - Natural Computing
- Hardcover
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Buch. Condition: Neu. This item is printed on demand - Print on Demand Titel. Neuware -The robust capability of Evolutionary Algorithms (EAs) to find solutions to difficult problems has permitted them to become the optimization and search techniques of choice for many practical static problems. Despite this success in many diffe…rent environments, EAs are often prone to failure when subjected to even small changes in the problem. This book addresses the issues involved in the design of EAs that successfully operate in dynamic environments without human intervention, and provides a method for creating EAs for these environments.Springer-Verlag KG, Sachsenplatz 4-6, 1201 Wien 164 pp. Englisch.
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Language: English
Published by Springer, Springer Dez 2010, 2010
Series: Natural Computing, Book 20 of 32. Book 20 of 32 - Natural Computing
- Softcover
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Taschenbuch. Condition: Neu. This item is printed on demand - Print on Demand Titel. Neuware -The robust capability of Evolutionary Algorithms (EAs) to find solutions to difficult problems has permitted them to become the optimization and search techniques of choice for many practical static problems. Despite this success in man…y different environments, EAs are often prone to failure when subjected to even small changes in the problem. This book addresses the issues involved in the design of EAs that successfully operate in dynamic environments without human intervention, and provides a method for creating EAs for these environments.Springer-Verlag KG, Sachsenplatz 4-6, 1201 Wien 164 pp. Englisch.
