Studies in Computational Intelligence

Nature-Inspired Optimizers

Theories, Literature Reviews and Applications

Editors: Mirjalili, Seyedali, Song Dong, Jin, Lewis, Andrew (Eds.)

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  • Offers a comprehensive tutorial on evolutionary optimization
  • Describes the mathematical model each algorithm is based on Reports on several benchmark case studies
  • Source codes are available on a dedicated webpage
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eBook $89.00
price for USA in USD (gross)
  • ISBN 978-3-030-12127-3
  • Digitally watermarked, DRM-free
  • Included format: PDF, EPUB
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover $159.99
price for USA in USD
  • ISBN 978-3-030-12126-6
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
About this book

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.

Table of contents (13 chapters)

Table of contents (13 chapters)
  • Introduction to Nature-Inspired Algorithms

    Mirjalili, Seyedali (et al.)

    Pages 1-5

  • Ant Colony Optimizer: Theory, Literature Review, and Application in AUV Path Planning

    Mirjalili, Seyedali (et al.)

    Pages 7-21

  • Ant Lion Optimizer: Theory, Literature Review, and Application in Multi-layer Perceptron Neural Networks

    Heidari, Ali Asghar (et al.)

    Pages 23-46

  • Dragonfly Algorithm: Theory, Literature Review, and Application in Feature Selection

    Mafarja, Majdi (et al.)

    Pages 47-67

  • Genetic Algorithm: Theory, Literature Review, and Application in Image Reconstruction

    Mirjalili, Seyedali (et al.)

    Pages 69-85

Buy this book

eBook $89.00
price for USA in USD (gross)
  • ISBN 978-3-030-12127-3
  • Digitally watermarked, DRM-free
  • Included format: PDF, EPUB
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover $159.99
price for USA in USD
  • ISBN 978-3-030-12126-6
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
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Bibliographic Information

Bibliographic Information
Book Title
Nature-Inspired Optimizers
Book Subtitle
Theories, Literature Reviews and Applications
Editors
  • Seyedali Mirjalili
  • Jin Song Dong
  • Andrew Lewis
Series Title
Studies in Computational Intelligence
Series Volume
811
Copyright
2020
Publisher
Springer International Publishing
Copyright Holder
Springer Nature Switzerland AG
eBook ISBN
978-3-030-12127-3
DOI
10.1007/978-3-030-12127-3
Hardcover ISBN
978-3-030-12126-6
Series ISSN
1860-949X
Edition Number
1
Number of Pages
XVI, 238
Number of Illustrations
7 b/w illustrations, 101 illustrations in colour
Topics