Knowledge Commons of Institute of Automation，CAS
| 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 | |
| Source Publication | IEEE/CAA Journal of Automatica Sinica
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| ISSN | 2329-9266 |
| 2022 | |
| Volume | 9Issue:7Pages:1115-1138 |
| Abstract | 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. |
| Keyword | 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 |
| Citation statistics | |
| Document Type | 期刊论文 |
| Identifier | http://ir.ia.ac.cn/handle/173211/48894 |
| Collection | 学术期刊_IEEE/CAA Journal of Automatica Sinica |
| Recommended Citation 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. |
| Files in This Item: | Download All | |||||
| File Name/Size | DocType | Version | Access | License | ||
| JAS-2021-1086.pdf（2802KB） | 期刊论文 | 出版稿 | 开放获取 | CC BY-NC-SA | View Download | |
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