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Optimization algorithms for construction site layout planning: a systematic literature review

计算机科学 独创性 算法 元启发式 选择(遗传算法) 软件 最优化问题 管理科学 数据挖掘 机器学习 工程类 创造力 政治学 程序设计语言 法学
作者
Maozeng Xu,Zhongya Mei,Siyu Luo,Yi Tan
出处
期刊:Engineering, Construction and Architectural Management [Emerald (MCB UP)]
卷期号:27 (8): 1913-1938 被引量:44
标识
DOI:10.1108/ecam-08-2019-0457
摘要

Purpose This paper aims to analyze and provide insight on the algorithms for the optimization of construction site layout planning (CSLP). It resolves problems, such as the selection of suitable algorithms, considering the optimality, optimization objectives and representation of layout solutions. The approaches for the better utilization of optimization algorithms are also presented. Design/methodology/approach To achieve the above, existing records (results = 200) were selected from three databases: Web of Science, ScienceDirect and Scopus. By implementing a systematic protocol, the articles related to the optimization algorithms for the CLSP (results = 75) were identified. Moreover, various related themes were collated and analyzed according to a coding structure. Findings The results indicate the consistent and increasing interest on the optimization algorithms for the CLSP, revealing that the trend in shifting to smart approaches in the construction industry is significant. Moreover, the interest in metaheuristic algorithms is dominant because 65.3% of the selected articles focus on these algorithms. The optimality, optimization objectives and solution representations are also important in algorithm selection. With the employment of other algorithms, self-developed applications and commercial software, optimization algorithms can be better utilized for solving CSLP problems. The findings also identify the gaps and directions for future research. Research limitations/implications The selection of articles in this review does not consider the industrial perspective and practical applications of commercial software. Further comparative analyses of major algorithms are necessary because this review only focuses on algorithm types. Originality/value This paper presents a comprehensive systematic review of articles published in the recent decade. It significantly contributes to the demonstration of the status and selection of CLSP algorithms and the benefit of using these algorithms. It also identifies the research gaps in knowledge and reveals potential improvements for future research.
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