A Two-Echelon Multi-Trip Capacitated Vehicle Routing Problem with Time Windows for Fresh E-Commerce Logistics under Front Warehouse Mode

被引:2
作者
Guo, Shuyuan [1 ]
Hu, Hongtao [2 ]
Xue, Hui [2 ]
机构
[1] Shanghai Maritime Univ, Inst Logist Sci & Engn, Shanghai 201308, Peoples R China
[2] Shanghai Maritime Univ, Sch Logist Engn, Shanghai 201308, Peoples R China
基金
中国国家自然科学基金;
关键词
vehicle routing problem; multi-trip; fresh e-commerce logistics; front warehouse; hybrid genetic algorithm; PERISHABLE PRODUCTS; OPTIMIZATION; ALGORITHMS; SEARCH; SYSTEM;
D O I
10.3390/systems12060205
中图分类号
C [社会科学总论];
学科分类号
03 ; 0303 ;
摘要
Given the swift expansion of fresh e-commerce, the front warehouse mode can respond quickly and ensure the quality of fresh products. However, the complexity of the supply chain structure under front warehouse mode poses a challenge in reducing logistics costs and improving distribution efficiency while meeting consumers' immediate delivery demands. Therefore, this paper studies the vehicle routing problem of two-echelon fresh e-commerce under front warehouse mode. Considering trans-shipment time constraints between the two echelons and the characteristics of terminal distribution, this paper initially models the vehicle routing problem for front warehouses as a two-echelon multi-trip capacitated vehicle routing problem with time windows. A mixed-integer linear programming model is subsequently established. To solve the model, a hybrid genetic algorithm integrated with neighborhood search is developed. Matrix coding is employed to merge vehicle selection and route assignment decisions. Simultaneously, neighborhood search is applied to enhance the search capability of algorithms, thereby improving the quality of solutions. Furthermore, the effectiveness and efficiency of the model and algorithm are verified through experiments of varying scales. Finally, comparative strategies and sensitivity analysis highlight the advantages of multi-trip strategies and provide insights into the optimal vehicle capacity limit.
引用
收藏
页数:27
相关论文
共 51 条
[1]   Optimal distribution of perishable foods with storage temperature control and quality requirements: An integrated vehicle routing problem [J].
Ahmadi-Javid, Amir ;
Mansourfar, Moeinoddin ;
Lee, Chi-Guhn ;
Liu, Li .
COMPUTERS & INDUSTRIAL ENGINEERING, 2023, 182
[2]   Multi-objective optimization of a two-echelon vehicle routing problem with vehicle synchronization and 'grey zone' customers arising in urban logistics [J].
Anderluh, Alexandra ;
Nolz, Pamela C. ;
Hemmelmayr, Vera C. ;
Crainic, Teodor Gabriel .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2021, 289 (03) :940-958
[3]  
[Anonymous], 2022-2027 China Fresh E-Commerce Industry Demand Forecast and Development Trend Outlook Report
[4]   Two-echelon vehicle routing problem with simultaneous pickup and delivery: Mathematical model and heuristic approach [J].
Belgin, Onder ;
Karaoglan, Ismail ;
Altiparmak, Fulya .
COMPUTERS & INDUSTRIAL ENGINEERING, 2018, 115 :1-16
[5]   A new inventory model for cold items that considers costs and emissions [J].
Bozorgi, Ali ;
Pazour, Jennifer ;
Nazzal, Dima .
INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, 2014, 155 :114-125
[6]   Optimization and Coordination of Fresh Product Supply Chains with Freshness-Keeping Effort [J].
Cai, Xiaoqiang ;
Chen, Jian ;
Xiao, Yongbo ;
Xu, Xiaolin .
PRODUCTION AND OPERATIONS MANAGEMENT, 2010, 19 (03) :261-278
[7]   Production scheduling and vehicle routing with time windows for perishable food products [J].
Chen, Huey-Kuo ;
Hsueh, Che-Fu ;
Chang, Mei-Shiang .
COMPUTERS & OPERATIONS RESEARCH, 2009, 36 (07) :2311-2319
[8]   Route optimization for cold chain logistics of front warehouses based on traffic congestion and carbon emission [J].
Chen, Jiaxin ;
Liao, Wenzhu ;
Yu, Chengwei .
COMPUTERS & INDUSTRIAL ENGINEERING, 2021, 161
[9]   In-store, pre-warehouse, or store-and-warehouse integration: Strategic analysis for neighborhood fresh product retail modes [J].
Chen, Qiuxia ;
Liu, Zhixue ;
Tian, Lin ;
Qin, Xuelian .
COMPUTERS & INDUSTRIAL ENGINEERING, 2023, 177
[10]   Integrated scheduling of zone picking and vehicle routing problem with time windows in the front warehouse mode [J].
Chen, Wei ;
Zhang, Yulin ;
Zhou, Yongyi .
COMPUTERS & INDUSTRIAL ENGINEERING, 2022, 163