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Titlebook: Variants of Evolutionary Algorithms for Real-World Applications; Raymond Chiong,Thomas Weise,Zbigniew Michalewicz Book 20121st edition Spr

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书目名称Variants of Evolutionary Algorithms for Real-World Applications
编辑Raymond Chiong,Thomas Weise,Zbigniew Michalewicz
视频video
概述Practitioner‘s view on Evolutionary Algorithms..Provides real-world applications of Evolutionary Algorithms.Written by leading experts in this field
图书封面Titlebook: Variants of Evolutionary Algorithms for Real-World Applications;  Raymond Chiong,Thomas Weise,Zbigniew Michalewicz Book 20121st edition Spr
描述.Evolutionary Algorithms. (EAs) are population-based, stochastic search algorithms that mimic natural evolution. Due to their ability to find excellent solutions for conventionally hard and dynamic problems within acceptable time, EAs have attracted interest from many researchers and practitioners in recent years. This book “Variants of Evolutionary Algorithms for Real-World Applications” aims to promote the practitioner’s view on EAs by providing a comprehensive discussion of how EAs can be adapted to the requirements of various applications in the real-world domains. It comprises 14 chapters, including an introductory chapter re-visiting the fundamental question of what an EA is and other chapters addressing a range of real-world problems such as production process planning, inventory system and supply chain network optimisation, task-based jobs assignment, planning for CNC-based work piece construction, mechanical/ship design tasks that involve runtime-intense simulations, data mining for the prediction of soil properties, automated tissue classification for MRI images, and database query optimisation, among others. These chapters demonstrate how different types of problems can
出版日期Book 20121st edition
关键词Differential Evolution; Evolution Strategies; Evolutionary Programming; Genetic Algorithms; Genetic Prog
版次1
doihttps://doi.org/10.1007/978-3-642-23424-8
isbn_softcover978-3-642-44058-8
isbn_ebook978-3-642-23424-8
copyrightSpringer-Verlag Berlin Heidelberg 2012
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