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Evolutionary Computation Techniques: A Comparative Perspective

Erik Cuevas, Valentín Osuna, Diego Oliva
Livre broché | Anglais | Studies in Computational Intelligence | n° 686
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Description

This book compares the performance of various evolutionary computation (EC) techniques when they are faced with complex optimization problems extracted from different engineering domains. Particularly focusing on recently developed algorithms, it is designed so that each chapter can be read independently. Several comparisons among EC techniques have been reported in the literature, however, they all suffer from one limitation: their conclusions are based on the performance of popular evolutionary approaches over a set of synthetic functions with exact solutions and well-known behaviors, without considering the application context or including recent developments. In each chapter, a complex engineering optimization problem is posed, and then a particular EC technique is presented as the best choice, according to its search characteristics. Lastly, a set of experiments is conducted in order to compare its performance to other popular EC methods.

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Editeur:

Contenu

Nombre de pages :
222
Langue:
Anglais
Collection :
Tome:
n° 686

Caractéristiques

EAN:
9783319845685
Date de parution :
07-07-18
Format:
Livre broché
Format numérique:
Trade paperback (VS)
Dimensions :
156 mm x 234 mm
Poids :
340 g

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