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Titlebook: Search and Optimization by Metaheuristics; Techniques and Algor Ke-Lin Du,M. N. S. Swamy Textbook 2016 Springer International Publishing Sw

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发表于 2025-3-21 17:26:27 | 显示全部楼层 |阅读模式
书目名称Search and Optimization by Metaheuristics
副标题Techniques and Algor
编辑Ke-Lin Du,M. N. S. Swamy
视频video
概述Offers a comprehensive and state-of-the-art introduction to nature-inspired metaheuristics.Includes detailed, implementable algorithmic flowcharts for the most popular algorithms.Discusses over 100 di
图书封面Titlebook: Search and Optimization by Metaheuristics; Techniques and Algor Ke-Lin Du,M. N. S. Swamy Textbook 2016 Springer International Publishing Sw
描述This textbook provides a comprehensive introduction to nature-inspired metaheuristic methods for search and optimization, including the latest trends in evolutionary algorithms and other forms of natural computing.  Over 100 different types of these methods are discussed in detail.  The authors emphasize non-standard optimization problems and utilize a natural approach to the topic, moving from basic notions to more complex ones.  .An introductory chapter covers the necessary biological and mathematical backgrounds for understanding the main material.  Subsequent chapters then explore almost all of the major metaheuristics for search and optimization created based on natural phenomena, including simulated annealing, recurrent neural networks, genetic algorithms and genetic programming, differential evolution, memetic algorithms, particle swarm optimization, artificial immune systems, ant colony optimization, tabu search and scatter search, bee and bacteria foraging algorithms, harmony search, biomolecular computing, quantum computing, and many others.  General topics on dynamic, multimodal, constrained, and multiobjective optimizations are also described.  Each chapter includes det
出版日期Textbook 2016
关键词Metaheuristics; Evolutionary Computation; Natural Computing; Swarm Intelligence; Optimization
版次1
doihttps://doi.org/10.1007/978-3-319-41192-7
isbn_softcover978-3-319-82290-7
isbn_ebook978-3-319-41192-7
copyrightSpringer International Publishing Switzerland 2016
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发表于 2025-3-21 23:56:32 | 显示全部楼层
Evolutionary Strategies, to construct gradient information for directing the search efficiently. Covariance matrix adaptation (CMA) ES [.] accelerates the search efficiency by supposing that the local solution space of the current point has a quadratic shape.
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Topics in Evolutinary Algorithms,y using finite and infinite population models. Various parallel implementations of EAs are then described in detail. Some other associated topics including coevolution and fitness approximation are finally introduced.
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Artificial Immune Systems,Ss are based on four main immunological theories, namely, clonal selection, immune networks, negative selection, and danger theory. This chapter introduces four immune algorithms inspired by the four immunological theories.
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Quantum Computing,olved with the research on quantum computers and quantum algorithms. Quantum algorithms perform exponentially faster than any of the traditional algorithms [.]. Quantum computers were proposed in the 1980s [., .]. This chapter introduces some basic quantum computing algorithms and quantum-based hybr
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Memetic Algorithms,ion. A meme is the social analog of genes for individuals. Universal Darwinism draws the analogy on the role of genes in genetic evolution to that of memes in a cultural evolutionary process [.]. The science of memetics [.] represents the mind-universe analog to genetics in cultural evolution, rangi
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charts for the most popular algorithms.Discusses over 100 diThis textbook provides a comprehensive introduction to nature-inspired metaheuristic methods for search and optimization, including the latest trends in evolutionary algorithms and other forms of natural computing.  Over 100 different types
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