Cellular Genetic Algorithms: 42 (Operations Research/Computer Science Interfaces Series) - Tapa dura

Dorronsoro, Bernabe; Alba, Enrique

 
9780387776095: Cellular Genetic Algorithms: 42 (Operations Research/Computer Science Interfaces Series)
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ISBN 10: 0387776095 ISBN 13: 9780387776095
Editorial: Springer, 2008

Sinopsis

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.

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De la contraportada

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. This class of genetic algorithms is shown to produce impressive results on a whole range of domains, including complex problems that are epistatic, multi-modal, deceptive, discrete, continuous, multi-objective, and random in nature. The focus of this book is twofold. On the one hand, the authors present new algorithmic models and extensions to the basic class of Cellular GAs in order to tackle complex problems more efficiently. On the other hand, practical real world tasks are successfully faced by applying Cellular GA methodologies to produce workable solutions of real-world applications. These methods can include local search (memetic algorithms), cooperation, parallelism, multi-objective, estimations of distributions, and self-adaptive ideas to extend their applicability.

The methods are benchmarked against well-known metaheutistics like Genetic Algorithms, Tabu Search, heterogeneous GAs, Estimation of Distribution Algorithms, etc. Also, a publicly available software tool is offered to reduce the learning curve in applying these techniques. The three final chapters will use the classic problem of "vehicle routing" and the hot topics of "ad-hoc mobile networks" and "DNA genome sequencing" to clearly illustrate and demonstrate the power and utility of these algorithms.

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Editorial
Springer
Año de publicación
2008
Idioma
Inglés
ISBN 10 
0387776095
ISBN 13 
9780387776095
Encuadernación
Tapa dura
Número de páginas
264
Contacto del fabricante
no disponible
Persona responsable
CMN Printpool Inh. Mathis Neumann
https://www.also.com/ec/cms5/en_6000/6000/index.jsp

Friedrich-Karl-Str. 9
Hamburg
Alemania

Otras ediciones populares con el mismo título

9781441945945: Cellular Genetic Algorithms: 42 (Operations Research/Computer Science Interfaces Series)

Edición Destacada

ISBN 10:  1441945946 ISBN 13:  9781441945945
Editorial: Springer, 2010
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