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Nature-Inspired Optimizers = Theorie...
~
Mirjalili, Seyedali.
Nature-Inspired Optimizers = Theories, Literature Reviews and Applications /
Record Type:
Language materials, printed : Monograph/item
Title/Author:
Nature-Inspired Optimizers/ edited by Seyedali Mirjalili, Jin Song Dong, Andrew Lewis.
Reminder of title:
Theories, Literature Reviews and Applications /
other author:
Mirjalili, Seyedali.
Description:
XVI, 238 p. 108 illus., 101 illus. in color.online resource. :
Contained By:
Springer Nature eBook
Subject:
Computational intelligence. -
Online resource:
https://doi.org/10.1007/978-3-030-12127-3
ISBN:
9783030121273
Nature-Inspired Optimizers = Theories, Literature Reviews and Applications /
Nature-Inspired Optimizers
Theories, Literature Reviews and Applications /[electronic resource] :edited by Seyedali Mirjalili, Jin Song Dong, Andrew Lewis. - 1st ed. 2020. - XVI, 238 p. 108 illus., 101 illus. in color.online resource. - Studies in Computational Intelligence,8111860-949X ;. - Studies in Computational Intelligence,564.
Preface -- Chapter 1. Introduction to Nature-inspired Algorithms -- Chapter 2. Ant Colony Optimizer: Theory, Literature Review, and Application in AUV Path Planning.-Chapter 3. Ant Lion Optimizer: Theory, Literature Review, and Application in Multi-layer Perceptron Neural Network -- Chapter 4. Dragonfly Algorithm: Theory, Literature Review, and Application in Feature Selection -- Chapter 5. Genetic Algorithm: Theory, Literature Review, and Application in Image Reconstruction etc.
This book covers the conventional and most recent theories and applications in the area of evolutionary algorithms, swarm intelligence, and meta-heuristics. Each chapter offers a comprehensive description of a specific algorithm, from the mathematical model to its practical application. Different kind of optimization problems are solved in this book, including those related to path planning, image processing, hand gesture detection, among others. All in all, the book offers a tutorial on how to design, adapt, and evaluate evolutionary algorithms. Source codes for most of the proposed techniques have been included as supplementary materials on a dedicated webpage.
ISBN: 9783030121273
Standard No.: 10.1007/978-3-030-12127-3doiSubjects--Topical Terms:
568984
Computational intelligence.
LC Class. No.: Q342
Dewey Class. No.: 006.3
Nature-Inspired Optimizers = Theories, Literature Reviews and Applications /
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Preface -- Chapter 1. Introduction to Nature-inspired Algorithms -- Chapter 2. Ant Colony Optimizer: Theory, Literature Review, and Application in AUV Path Planning.-Chapter 3. Ant Lion Optimizer: Theory, Literature Review, and Application in Multi-layer Perceptron Neural Network -- Chapter 4. Dragonfly Algorithm: Theory, Literature Review, and Application in Feature Selection -- Chapter 5. Genetic Algorithm: Theory, Literature Review, and Application in Image Reconstruction etc.
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