Evolutionary computation techniques : a comparative perspective / Erik Cuevas, Valentín Osuna, Diego Oliva.
2017
TA347.E96
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Details
Title
Evolutionary computation techniques : a comparative perspective / Erik Cuevas, Valentín Osuna, Diego Oliva.
Author
Cuevas, Erik.
ISBN
9783319511092 (electronic book)
3319511092 (electronic book)
9783319511085
3319511084
3319511092 (electronic book)
9783319511085
3319511084
Imprint
Cham : Springer, 2017.
Language
English
Description
1 online resource.
Other Standard Identifiers
10.1007/978-3-319-51109-2 doi
Call Number
TA347.E96
Dewey Decimal Classification
006.3/823
Summary
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.
Bibliography, etc. Note
Includes bibliographical references.
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Access limited to authorized users.
Digital File Characteristics
text file PDF
Added Author
Osuna, Valentín.
Oliva, Diego.
Oliva, Diego.
Series
Studies in computational intelligence ; v. 686.
Available in Other Form
Evolutionary computation techniques.
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Online Access
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Table of Contents
Preface
Introduction
Multilevel segmentation in digital images
Multi-Circle detection on images
Template matching
Motion estimation
Photovoltaic cell design
Parameter identification of induction motors
White blood cells Detection in images
Estimation of view transformations in images
Filter Design.
Introduction
Multilevel segmentation in digital images
Multi-Circle detection on images
Template matching
Motion estimation
Photovoltaic cell design
Parameter identification of induction motors
White blood cells Detection in images
Estimation of view transformations in images
Filter Design.