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Language: English
Published by Springer Berlin Heidelberg 2010-02-19, 2010
ISBN 10: 364205952X ISBN 13: 9783642059520
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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 Berlin Heidelberg, 2010
ISBN 10: 364205952X ISBN 13: 9783642059520
Seller: AHA-BUCH GmbH, Einbeck, Germany
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 often 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.
Seller: AHA-BUCH GmbH, Einbeck, Germany
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 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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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]springer[dot]com | Anbieter: preigu.
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Seller: Majestic Books, Hounslow, United Kingdom
Condition: Used. pp. 168 Illus. This item is printed on demand.
Language: English
Published by Springer Berlin Heidelberg Dez 2010, 2010
ISBN 10: 364205952X ISBN 13: 9783642059520
Seller: BuchWeltWeit Ludwig Meier e.K., Bergisch Gladbach, Germany
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.
Language: English
Published by Springer Berlin Heidelberg Jun 2004, 2004
ISBN 10: 3540212310 ISBN 13: 9783540212317
Seller: BuchWeltWeit Ludwig Meier e.K., Bergisch Gladbach, Germany
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.
Seller: Majestic Books, Hounslow, United Kingdom
Condition: New. Print on Demand pp. 164 78 Illus.
Seller: Biblios, Frankfurt am main, HESSE, Germany
Condition: New. PRINT ON DEMAND pp. 164.
Language: English
Published by Springer Berlin Heidelberg, 2010
ISBN 10: 364205952X ISBN 13: 9783642059520
Seller: moluna, Greven, Germany
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 advisor to U.S. government offic.
Language: English
Published by Springer Berlin Heidelberg, 2004
ISBN 10: 3540212310 ISBN 13: 9783540212317
Seller: moluna, Greven, Germany
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 advisor to U.S. government offic.
Language: English
Published by Springer, Springer Jun 2004, 2004
ISBN 10: 3540212310 ISBN 13: 9783540212317
Seller: buchversandmimpf2000, Emtmannsberg, BAYE, Germany
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 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.
Language: English
Published by Springer, Springer Dez 2010, 2010
ISBN 10: 364205952X ISBN 13: 9783642059520
Seller: buchversandmimpf2000, Emtmannsberg, BAYE, Germany
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 many 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.