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Parallel Genetic Algorithms
Theory and Real World Applications
Taschenbuch von Enrique Alba (u. a.)
Sprache: Englisch

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Beschreibung
This book is the result of several years of research trying to better characterize parallel genetic algorithms (pGAs) as a powerful tool for optimization, search, and learning. Readers can learn how to solve complex tasks by reducing their high computational times. Dealing with two scientific fields (parallelism and GAs) is always difficult, and the book seeks at gracefully introducing from basic concepts to advanced topics.

The presentation is structured in three parts. The first one is targeted to the algorithms themselves, discussing their components, the physical parallelism, and best practices in using and evaluating them. A second part deals with the theory for pGAs, with an eye on theory-to-practice issues. A final third part offers a very wide study of pGAs as practical problem solvers, addressing domains such as natural language processing, circuits design, scheduling, and genomics.

This volume will be helpful both for researchers and practitioners. The first part shows pGAs to either beginners and mature researchers looking for a unified view of the two fields: GAs and parallelism. The second part partially solves (and also opens) new investigation lines in theory of pGAs. The third part can be accessed independently for readers interested in applications. The result is an excellent source of information on the state of the art and future developments in parallel GAs.
This book is the result of several years of research trying to better characterize parallel genetic algorithms (pGAs) as a powerful tool for optimization, search, and learning. Readers can learn how to solve complex tasks by reducing their high computational times. Dealing with two scientific fields (parallelism and GAs) is always difficult, and the book seeks at gracefully introducing from basic concepts to advanced topics.

The presentation is structured in three parts. The first one is targeted to the algorithms themselves, discussing their components, the physical parallelism, and best practices in using and evaluating them. A second part deals with the theory for pGAs, with an eye on theory-to-practice issues. A final third part offers a very wide study of pGAs as practical problem solvers, addressing domains such as natural language processing, circuits design, scheduling, and genomics.

This volume will be helpful both for researchers and practitioners. The first part shows pGAs to either beginners and mature researchers looking for a unified view of the two fields: GAs and parallelism. The second part partially solves (and also opens) new investigation lines in theory of pGAs. The third part can be accessed independently for readers interested in applications. The result is an excellent source of information on the state of the art and future developments in parallel GAs.
Zusammenfassung

Presents theory and applications of Parallel Genetic Algorithms

Written by leading experts in this field

State-of-the-Art book

Inhaltsverzeichnis
Part I Introduction.- Part II Characterization of Parallel Genetic Algorithms.- Part III Applications of Parallel Genetic Algorithms.
Details
Erscheinungsjahr: 2013
Fachbereich: Technik allgemein
Genre: Technik
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
Reihe: Studies in Computational Intelligence
Inhalt: xii
172 S.
55 s/w Illustr.
ISBN-13: 9783642268687
ISBN-10: 3642268684
Sprache: Englisch
Ausstattung / Beilage: Paperback
Einband: Kartoniert / Broschiert
Autor: Alba, Enrique
Luque, Gabriel
Hersteller: Springer-Verlag GmbH
Springer Berlin Heidelberg
Studies in Computational Intelligence
Maße: 235 x 155 x 11 mm
Von/Mit: Enrique Alba (u. a.)
Erscheinungsdatum: 03.08.2013
Gewicht: 0,289 kg
Artikel-ID: 105706178
Zusammenfassung

Presents theory and applications of Parallel Genetic Algorithms

Written by leading experts in this field

State-of-the-Art book

Inhaltsverzeichnis
Part I Introduction.- Part II Characterization of Parallel Genetic Algorithms.- Part III Applications of Parallel Genetic Algorithms.
Details
Erscheinungsjahr: 2013
Fachbereich: Technik allgemein
Genre: Technik
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
Reihe: Studies in Computational Intelligence
Inhalt: xii
172 S.
55 s/w Illustr.
ISBN-13: 9783642268687
ISBN-10: 3642268684
Sprache: Englisch
Ausstattung / Beilage: Paperback
Einband: Kartoniert / Broschiert
Autor: Alba, Enrique
Luque, Gabriel
Hersteller: Springer-Verlag GmbH
Springer Berlin Heidelberg
Studies in Computational Intelligence
Maße: 235 x 155 x 11 mm
Von/Mit: Enrique Alba (u. a.)
Erscheinungsdatum: 03.08.2013
Gewicht: 0,289 kg
Artikel-ID: 105706178
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