| 注册
首页|期刊导航|华东交通大学学报|面向动态需求的无人机物流配送中心选址研究

面向动态需求的无人机物流配送中心选址研究

张悦乐 胡荣 魏鼎功 丁嘉豪

华东交通大学学报2026,Vol.43Issue(4):46-54,9.
✕
华东交通大学学报2026,Vol.43Issue(4):46-54,9.

面向动态需求的无人机物流配送中心选址研究

Research on the Location Selection of UAV Logistics Distribution Centers Under Dynamic Demand

张悦乐 1胡荣 1魏鼎功 1丁嘉豪1

作者信息

  • 1. 南京航空航天大学民航学院,江苏 南京 211106
  • 折叠

摘要

Abstract

For the location selection problem of urban logistics distribution centers,considering urban dynamic development scenarios and unmanned aerial vehicle(UAV)characteristics is crucial for improving the scientifici-ty and practicality of location schemes.First,three dynamic demand scenarios,namely natural growth,ring ex-pansion,and directional development,were established according to urban development patterns.A full-cover-age location model with the objective of minimizing the sum of location cost and operating cost was then con-structed.Next,to improve the solution accuracy of the model,the traditional K-means clustering algorithm was improved by using a grid-based method.Finally,numerical simulations verified the feasibility and effectiveness of the model and algorithm.The results show that the improved K-means clustering algorithm achieves better clustering performance;the total cost of distribution centers under the dynamic strategy is lower than that under the static strategy;and except for extremely special scenarios(e.g.,abnormally high construction cost or newly added demand completely concentrated in a single year),the dynamic strategy is the better choice.

关键词

无人机/物流配送中心/动态需求/选址/K-means聚类

Key words

unmanned aerial vehicle(UAV)/logistics distribution center/dynamic demand/location selection/K-means clustering

分类

航空航天

引用本文复制引用

张悦乐,胡荣,魏鼎功,丁嘉豪..面向动态需求的无人机物流配送中心选址研究[J].华东交通大学学报,2026,43(4):46-54,9.

基金项目

国家自然科学基金项目(U2433204,52372315) (U2433204,52372315)

华东交通大学学报

1005-0523

访问量0
|
下载量0
段落导航相关论文