Enrique Alba: Cellular Genetic Algorithms

Cover: 9781441945945 | Cellular Genetic Algorithms | Enrique Alba (u. a.) | Taschenbuch | xiv

Rückseite: 9781441945945 | Cellular Genetic Algorithms | Enrique Alba (u. a.) | Taschenbuch | xiv

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Sprache: Englisch

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Beschreibung

Cellular Genetic Algorithms defines a new class of optimization algorithms based on the concepts of structured populations and Genetic Algorithms (GAs). The authors explain and demonstrate the validity of these cellular genetic algorithms throughout the book with equal and parallel emphasis on both theory and practice. This book is a key source for studying and designing cellular GAs, as well as a self-contained primary reference book for these algorithms.

Zusammenfassung

Key source for studying and designing cellular GAs, as well as a self-contained primary reference book for these algorithms
Throughout the book, there is an equal and parallel emphasis on both theory and practice
Covers and provides results for both continuous and discrete problems - hence it's theoretical and application coverage is broad
Explores both academic as well as real world problems, providing balance for researchers and practitioners
Coverage includes multi-objective optimization, memetic extensions, and the relationship to new algorithms like EDAs, and high-interest-practical applications

Inhaltsverzeichnis

I Introduction.- to Cellular Genetic Algorithms.- The State of the Art in Cellular Evolutionary Algorithms.- II Characterizing Cellular Genetic Algorithms.- On the Effects of Structuring the Population.- Some Theory: A Selection Pressure Study on cGAs.- III Algorithmic Models and Extensions.- Algorithmic and Experimental Design.- Design of Self-adaptive cGAs.- Design of Cellular Memetic Algorithms.- Design of Parallel Cellular Genetic Algorithms.- Designing Cellular Genetic Algorithms for Multi-objective Optimization.- Other Cellular Models.- Software for cGAs: The JCell Framework.- IV Applications of cGAs.- Continuous Optimization.- Logistics: The Vehicle Routing Problem.- Telecommunications: Optimization of the Broadcasting Process in MANETs.- Bioinformatics: The DNA Fragment Assembly Problem.

Details

Erscheinungsjahr:	2010
Fachbereich:	Programmiersprachen
Genre:	Importe , Informatik
Rubrik:	Naturwissenschaften & Technik
Medium:	Taschenbuch
Inhalt:	xiv 248 S. 72 s/w Illustr. 248 p. 72 illus.
ISBN-13:	9781441945945
ISBN-10:	1441945946
Sprache:	Englisch
Einband:	Kartoniert / Broschiert
Autor:	Alba, Enrique Dorronsoro, Bernabe
Hersteller:	Springer Us
Verantwortliche Person für die EU:	Springer Verlag GmbH, Tiergartenstr. 17, D-69121 Heidelberg, juergen.hartmann@springer.com
Maße:	234 x 156 x 14 mm
Von/Mit:	Enrique Alba (u. a.)
Erscheinungsdatum:	08.12.2010
Gewicht:	0,372 kg