Two-Echelon Location-Routing Problem with Fuzzy Demand of Rural E-Commerce Logistics

被引:0
|
作者
Lu, Xiaojuan [1 ]
Wang, Jianjun [1 ]
Wu, Shuai [1 ]
Zheng, Shiyu [1 ]
Liu, Qian [1 ]
机构
[1] Changan Univ, Sch Transportat Engn, Xian, Peoples R China
来源
PROMET-TRAFFIC & TRANSPORTATION | 2025年 / 37卷 / 01期
关键词
fuzzy demand; k-means clustering; improved NSGA-II; rural e-commerce logistics; ALGORITHM; SEARCH;
D O I
10.7307/ptt.v37i1.578
中图分类号
U [交通运输];
学科分类号
08 ; 0823 ;
摘要
To promote the green and high-quality development of rural e-commerce logistics, we propose the Two-Echelon Location-Routing Problem with Fuzzy Demand (2E-LRP-FD) of the rural e-commerce logistics network. Considering fuzzy demand, government subsidies and simultaneous delivery, the objective function aims to maximise the profit of enterprises considering government subsidies. The fuzzy chance-constrained programming method is used to deal with the triangular fuzzy variables of pickup demands. Additionally, we present a two-stage Improved Non-Dominated Sorting Genetic Algorithm II (INSGA-II) that integrates stochastic simulation and a K-means clustering algorithm to effectively solve the problem. In the end, the numerical experiments of algorithm and model design are verified. The experimental results demonstrate that the proposed INSGA-II is significantly efficient and effective. Furthermore, we discuss the relationship between subsidy strategies and logistics enterprise profits. This research contributes valuable insights for the establishment of rural e-commerce logistics systems.
引用
收藏
页码:86 / 104
页数:19
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