工业工程2023,Vol.26Issue(6):93-100,8.DOI:10.3969/j.issn.1007-7375.2023.06.010
基于混合轴辐式网络的快递运输路径再设计
Re-design of Express Transportation Route Based on Hybrid Hub-and-Spoke Network
摘要
Abstract
In order to cope with the highly decentralized and fluctuating distribution of express transportation volume,a hybrid hub-and-spoke transportation network combining a hub-and-spoke network and direct-connected routes is proposed.On the premise of making full use of the established express service nodes,direct routes are established between non-hub cities to effectively reduce transportation cost.A mixed integer linear programming(MILP)model for the hybrid hub-and-spoke express transportation network is built,with a cost function comprised of transportation cost,loading and unloading cost and holding cost as the optimization objective.A modified genetic simulated annealing algorithm is developed to solve the model:genetic algorithm determines the locations of hubs and the allocations of non-hub nodes,while simulated annealing algorithm solves the direct connections between non-hub nodes.The proposed model and algorithm are applied to a test case with 30 nodes based on real express data in China.Compared with the traditional hub-and-spoke mode,the average cost is reduced by 32.2%,and the gap between the heuristic solution and the optimal solution is less than 5%.In addition,sensitivity analysis shows that trucks with a capacity of 1 000 kg are the optimal transportation modes for rede-signing transportation plans,which provides theoretical basis and practical reference for express companies that currently use hub-and-spoke networks to improve transportation routes.关键词
物流工程/混合轴辐式网络/遗传-退火算法/快递运输/转运中心/连通式网络Key words
logistics engineering/hybrid hub-and-spoke network/genetic-simulated annealing algorithm/express transportation/distribution centers/direct-connected network分类
交通工程引用本文复制引用
李悦,秦威..基于混合轴辐式网络的快递运输路径再设计[J].工业工程,2023,26(6):93-100,8.基金项目
国家自然科学基金资助项目(51775348) (51775348)