基于双层规划的快递包装回收中心选址与路径优化研究
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F542;TP301.6

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国家社会科学基金资助项目(21BGL025)


Research on Location and Route Optimization of Express Packaging Recycling Center Based on Bilayer Programming
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    摘要:

    为提高快递包装回收率和快递包装逆向物流系统效率,采用双层规划模型,优化快递包装回收中心选址及路径。首先采用无监督、易操作的K-Means聚类算法确定回收中心的数量和备选点;然后采用传统遗传算法求解上层模型,确定回收中心的最终位置;再用改进遗传算法求解下层模型,优化回收路径以实现成本最小化;最后以成都市青白江区X企业为例进行仿真分析,验证了双层规划模型在优化快递包装回收中心选址及路径的有效性。

    Abstract:

    To enhance the recycling rate of express packaging and the efficiency of the reverse logistics system for express packaging, a bilayer programming model is adopted to address the location selection and route optimization of express packaging recycling centers. Firstly, the unsupervised and easy-to-operate K-Means clustering algorithm is used to determine the number and candidate locations of recycling centers. Then, the traditional genetic algorithm is employed to solve the upper-level model and determine the final locations of the recycling centers. Next, the improved genetic algorithm is utilized to solve the lower-level model and optimize the recycling routes to minimize costs. Finally, a simulation analysis is conducted using X enterprise in Qingbaijiang district, Chengdu as an example, which verifies the effectiveness of the bilayer programming model and the designed solution algorithms.

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郑湘明,罗晓迪.基于双层规划的快递包装回收中心选址与路径优化研究[J].包装学报,2025,17(6):100-110.

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  • 在线发布日期: 2025-12-19
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