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Titlebook: Nature-Inspired Optimizers; Theories, Literature Seyedali Mirjalili,Jin Song Dong,Andrew Lewis Book 2020 Springer Nature Switzerland AG 202

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发表于 2025-3-21 16:25:46 | 显示全部楼层 |阅读模式
书目名称Nature-Inspired Optimizers
副标题Theories, Literature
编辑Seyedali Mirjalili,Jin Song Dong,Andrew Lewis
视频videohttp://file.papertrans.cn/663/662081/662081.mp4
概述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 dedic
丛书名称Studies in Computational Intelligence
图书封面Titlebook: Nature-Inspired Optimizers; Theories, Literature Seyedali Mirjalili,Jin Song Dong,Andrew Lewis Book 2020 Springer Nature Switzerland AG 202
描述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.
出版日期Book 2020
关键词Ant Colony Optimizer; AUV Path Planning; Continuous Ant Colony; Ant Lion Optimizer; Dragonfly Algorithm;
版次1
doihttps://doi.org/10.1007/978-3-030-12127-3
isbn_softcover978-3-030-12129-7
isbn_ebook978-3-030-12127-3Series ISSN 1860-949X Series E-ISSN 1860-9503
issn_series 1860-949X
copyrightSpringer Nature Switzerland AG 2020
The information of publication is updating

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Dragonfly Algorithm: Theory, Literature Review, and Application in Feature Selection,A is a successful, well-established metaheuristic that revealed superior efficacy in dealing with various optimization problems including feature selection. In this chapter we are going first present the inspirations and methamatical modeds of DA in details. Then, the performance of this algorithm i
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Grey Wolf Optimizer: Theory, Literature Review, and Application in Computational Fluid Dynamics Proeveral experiments are conducted to analyze and benchmark the performance of different variants and improvements of this algorithm. The chapter also investigates the application of the GWO variants in finding an optimal design for a ship propeller.
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,Multi-verse Optimizer: Theory, Literature Review, and Application in Data Clustering,This chapter discusses the theoretical foundation, operations, and main strengths behind this algorithm. Moreover, a detailed literature review is conducted to discuss several variants of the MVO algorithm. In addition, the main applications of MVO are also thoroughly described. The chapter also inv
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Moth-Flame Optimization Algorithm: Theory, Literature Review, and Application in Optimal Nonlinear nite dimensional. In order to convert it to a finite dimensional optimization problem, a collocation type method is proposed. The collocation approach is based on approximating the control input function as a series of given base functions with unknown coefficients. Then, the optimal control problem
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Salp Swarm Algorithm: Theory, Literature Review, and Application in Extreme Learning Machines,ous applications since its proposal. In this chapter, the algorithm, its operators, and some of the remarkable works that utilized this algorithm are presented. Moreover, the application of SSA in optimizing the Extreme Learning Machine (ELM) is investigated to improve its accuracy and overcome the
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Sine Cosine Algorithm: Theory, Literature Review, and Application in Designing Bend Photonic Crystaf optimization problems. After discussing the mathematical model, a brief literature review is given covering the most recent improvements and applications of this algorithm. The performance of this algorithm is benchmarked on a wide range of test functions showing the flexibility of SCA in solving
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