Evolutionary Computation Techniques: A Comparative Perspective

Nonfiction, Computers, Advanced Computing, Artificial Intelligence, General Computing
Cover of the book Evolutionary Computation Techniques: A Comparative Perspective by Erik Cuevas, Valentín Osuna, Diego Oliva, Springer International Publishing
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Author: Erik Cuevas, Valentín Osuna, Diego Oliva ISBN: 9783319511092
Publisher: Springer International Publishing Publication: December 28, 2016
Imprint: Springer Language: English
Author: Erik Cuevas, Valentín Osuna, Diego Oliva
ISBN: 9783319511092
Publisher: Springer International Publishing
Publication: December 28, 2016
Imprint: Springer
Language: English

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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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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