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Evolutionary Computation Techniques: A Comparative Perspective

von Diego Oliva, Erik Cuevas und Valentín Osuna
Softcover - 9783319845685
106,99 €
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Hardcover - 9783319511085
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Hardcover - 9783319511085
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Beschreibung

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.

Details

Verlag Springer International Publishing
Ersterscheinung 07. Juli 2018
Maße 23.5 cm x 15.5 cm
Gewicht 371 Gramm
Format Softcover
ISBN-13 9783319845685
Auflage Softcover reprint of the original 1st ed. 2017
Seiten 222

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