Cellular Genetic Algorithms

Name: Cellular Genetic Algorithms
Brand: Springer-Verlag New York Inc.
SKU: 9781441945945
Price: 298.01 RON
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Autor: Enrique Alba, Bernabe Dorronsoro

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Editura: Springer-Verlag New York Inc.

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Cellular Genetic Algorithms defines a new class of optimization algorithms based on the concepts of...

Informații despre carte

Autor

Enrique Alba, Bernabe Dorronsoro

Limbă

engleză

Legare

Carte - Carte broșată

Publicat

2010

Pagini

248

EAN

9781441945945

ISBN

1441945946

Enbook ID

01423050

Editura

Springer-Verlag New York Inc.

Greutate

422

Dimensiuni

234 x 157 x 25

Descriere completă

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.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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