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Titlebook: Discrete Cuckoo Search for Combinatorial Optimization; Aziz Ouaarab Book 2020 Springer Nature Singapore Pte Ltd. 2020 Combinatorial Optimi

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书目名称Discrete Cuckoo Search for Combinatorial Optimization
编辑Aziz Ouaarab
视频video
概述Discusses how CS can be adapted to solve combinatorial optimization problems, from their discretization to the pseudocode.Presents adaptation as a model for other metaheuristics.Offers essential suppo
丛书名称Springer Tracts in Nature-Inspired Computing
图书封面Titlebook: Discrete Cuckoo Search for Combinatorial Optimization;  Aziz Ouaarab Book 2020 Springer Nature Singapore Pte Ltd. 2020 Combinatorial Optimi
描述.This book provides a literature review of techniques used to pass from continuous to combinatorial space, before discussing a detailed example with individual steps of how cuckoo search (CS) can be adapted to solve combinatorial optimization problems. It demonstrates the application of CS to three different problems and describes their source code. The content is divided into five chapters, the first of which provides a technical description, together with examples of combinatorial search spaces. The second chapter summarizes a diverse range of methods used to solve combinatorial optimization problems. In turn, the third chapter presents a description of CS, its formulation and characteristics. In the fourth chapter, the application of discrete cuckoo search (DCS) to solve three POCs (the traveling salesman problem, quadratic assignment problem and job shop scheduling problem) is explained, focusing mainly on a reinterpretation of the terminology used in CS and its source of inspiration. In closing, the fifth chapter discusses random-key cuckoo search (RKCS) using random keys to represent positions found by cuckoo search in the TSP and QAP solution space..
出版日期Book 2020
关键词Combinatorial Optimization; Cuckoo Search; Travelling Salesman Problem; Quadratic Assignment Problem; Jo
版次1
doihttps://doi.org/10.1007/978-981-15-3836-0
isbn_softcover978-981-15-3838-4
isbn_ebook978-981-15-3836-0Series ISSN 2524-552X Series E-ISSN 2524-5538
issn_series 2524-552X
copyrightSpringer Nature Singapore Pte Ltd. 2020
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发表于 2025-3-21 21:27:51 | 显示全部楼层
Combinatorial Optimization Spacen initial position and repeatedly improves the current solution by moving to a better one, located in its neighborhood. The procedure continues exploring while the optimal among all feasible solutions (the search space) is not found. The difficulty of the search process is measured by how much time
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Solving Combinatorial Optimization Problemsed classifications: solution construction, solution improvement (or trajectory algorithms), and population-based metaheuristics. It is also known that it is practically very difficult to have both an optimal solution quality and a reduced computation time. Indeed, most conventional algorithms make t
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DCS Applicationsese applications, the real constraint is not enhancing the robustness of CS and solve efficiently these problems, but keeping its robustness in the adaptation and implementation phases for each specific problem such as optimal Distributed Generation (DG) allocation in a smart distribution grid (Buak
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https://doi.org/10.1007/978-981-15-3836-0Combinatorial Optimization; Cuckoo Search; Travelling Salesman Problem; Quadratic Assignment Problem; Jo
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