An Overview and Experimental Study of Learning-Based Optimization Algorithms for the Vehicle Routing Problem

doi:10.1109/JAS.2022.105677

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	An Overview and Experimental Study of Learning-Based Optimization Algorithms for the Vehicle Routing Problem
	Bingjie Li; Guohua Wu; Yongming He; Mingfeng Fan; Witold Pedrycz
发表期刊	IEEE/CAA Journal of Automatica Sinica
ISSN	2329-9266
	2022
卷号	9 期号:7 页码:1115-1138
摘要	The vehicle routing problem (VRP) is a typical discrete combinatorial optimization problem, and many models and algorithms have been proposed to solve the VRP and its variants. Although existing approaches have contributed significantly to the development of this field, these approaches either are limited in problem size or need manual intervention in choosing parameters. To solve these difficulties, many studies have considered learning-based optimization (LBO) algorithms to solve the VRP. This paper reviews recent advances in this field and divides relevant approaches into end-to-end approaches and step-by-step approaches. We performed a statistical analysis of the reviewed articles from various aspects and designed three experiments to evaluate the performance of four representative LBO algorithms. Finally, we conclude the applicable types of problems for different LBO algorithms and suggest directions in which researchers can improve LBO algorithms.
关键词	End-to-end approaches learning-based optimization (LBO) algorithms reinforcement learning step-by-step approaches vehicle routing problem (VRP)
DOI	10.1109/JAS.2022.105677
引用统计	被引频次：27[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/48894
专题	学术期刊_IEEE/CAA Journal of Automatica Sinica
推荐引用方式 GB/T 7714	Bingjie Li,Guohua Wu,Yongming He,et al. An Overview and Experimental Study of Learning-Based Optimization Algorithms for the Vehicle Routing Problem[J]. IEEE/CAA Journal of Automatica Sinica,2022,9(7):1115-1138.
APA	Bingjie Li,Guohua Wu,Yongming He,Mingfeng Fan,&Witold Pedrycz.(2022).An Overview and Experimental Study of Learning-Based Optimization Algorithms for the Vehicle Routing Problem.IEEE/CAA Journal of Automatica Sinica,9(7),1115-1138.
MLA	Bingjie Li,et al."An Overview and Experimental Study of Learning-Based Optimization Algorithms for the Vehicle Routing Problem".IEEE/CAA Journal of Automatica Sinica 9.7(2022):1115-1138.

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JAS-2021-1086.pdf（2802KB）	期刊论文	出版稿	开放获取	CC BY-NC-SA	浏览