Evolutionary Computation Techniques: A Comparative Perspective

Erik Cuevas, Diego Oliva, Valentín Osuna

ISBN 10: 3319511084 / ISBN 13: 9783319511085

Editore: Springer International Publishing, 2017

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Zustand: Sehr gut | Seiten: 240 | Sprache: Englisch | Produktart: Bücher.

Codice articolo 28133340/12

Dati bibliografici

• Titolo: Evolutionary Computation Techniques: A Comparative Perspective
• Editore: Springer International Publishing
• Data di pubblicazione: 2017
• Lingua: Inglese
• ISBN 10: 3319511084
• ISBN 13: 9783319511085
• Rilegatura: Rilegato
• Condizione: Sehr gut

Descrizione articolo

Riassunto

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.