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Bog, hardback Evolutionary Computation Techniques: A Comparative Perspective af Erik Cuevas

Evolutionary Computation Techniques: A Comparative Perspective (Studies in Computational Intelligence, nr. 686)

(Bog, hardback)

41 black & white illustrations, 33 colour illustrations, biography

41 black & white illustrations, 33 colour illustrations, biography

Produktdetaljer:

Sprog:
Engelsk
ISBN-13:
9783319511085
Sideantal:
253
Udgivet:
20-01-2017
Udgave:
1st ed. 2017
Nr. i serien:
686
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Forlagets beskrivelse
41 black & white illustrations, 33 colour illustrations, biography
Bibliotekernes beskrivelse
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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