Nature-Inspired Optimizers -

Nature-Inspired Optimizers

Theories, Literature Reviews and Applications
Buch | Softcover
XVI, 238 Seiten
2020 | 1st ed. 2020
Springer International Publishing (Verlag)
978-3-030-12129-7 (ISBN)
106,99 inkl. MwSt
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.

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. Dragon y Algorithm: Theory, Literature Review, and Application in Feature Selection.- Chapter 5. Genetic Algorithm: Theory, Literature Review, and Application in Image Reconstruction etc

Erscheinungsdatum
Reihe/Serie Studies in Computational Intelligence
Zusatzinfo XVI, 238 p. 108 illus., 101 illus. in color.
Verlagsort Cham
Sprache englisch
Maße 155 x 235 mm
Gewicht 397 g
Themenwelt Informatik Theorie / Studium Künstliche Intelligenz / Robotik
Mathematik / Informatik Mathematik Angewandte Mathematik
Technik Elektrotechnik / Energietechnik
Schlagworte Ant Colony Optimizer • Ant Lion Optimizer • AUV Path Planning • Continuous Ant Colony • Continuous Genetic Algorithm • Controlling Parameter of Genetic Algorithm • Controlling Parameter of Grey Wolf Optimizer • Dragonfly Algorithm • Feature Selection • image reconstruction • Local Optima Stagnation • Optimized Controllers • Sine Cosine Algorithm • Swarm Algorithm in Extreme Learning Machine • Whale Optimization Algorithm
ISBN-10 3-030-12129-1 / 3030121291
ISBN-13 978-3-030-12129-7 / 9783030121297
Zustand Neuware
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