Optimization of the Heterogeneous Vehicle Routing Problem with Cross Docking Logistic System

IF 1.9 4区 管理学 Q3 OPERATIONS RESEARCH & MANAGEMENT SCIENCE
N. Theeb, O. Al-Araidah, Manar H. Aljarrah
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引用次数: 3

Abstract

This paper introduces a new mixed integer model to provide efficient distribution plans to route a set of inbound/outbound heterogeneous vehicles in the crossdocking systems that are used to transfer different types of commodities from a manufacturing plant to retail warehouses with allowed split deliveries. The objectives are to minimize the total commodity deviations and the overall distribution time or cost of vehicles. Different data sets from different scales are randomly generated and solved by CPLEX-Concert Technology. As the proposed model is NP-hard; a new heuristic is constructed to solve the problem in reasonable computational efforts. Results show that CPLEX can obtain optimal solutions for small-scale sets and sub-optimal solutions for medium scale sets with a six-hour time limit, while it fails to provide any feasible solution for 35 out of 50 large scale sets. The proposed heuristic provides very competitive results compared to CPLEX in all scales in term of gaps and computational times.
基于交叉对接物流系统的异构车辆路径优化问题
本文引入了一种新的混合整数模型,以提供有效的配送计划,在交叉对接系统中路由一组进出异构车辆,用于将不同类型的商品从制造工厂转移到零售仓库,允许分批交付。目标是尽量减少商品的总偏差和车辆的总配送时间或成本。CPLEX-Concert技术随机生成不同尺度的数据集并求解。由于所提出的模型是NP-hard的;构造了一种新的启发式算法,在合理的计算量下求解该问题。结果表明:CPLEX算法在6小时的时间限制下,可以得到小规模集的最优解和中等规模集的次优解,而在50个大型集中有35个不能给出可行解。与CPLEX相比,所提出的启发式算法在所有尺度上的间隙和计算时间都具有很强的竞争力。
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来源期刊
Naval Research Logistics
Naval Research Logistics 管理科学-运筹学与管理科学
CiteScore
4.20
自引率
4.30%
发文量
47
审稿时长
8 months
期刊介绍: Submissions that are most appropriate for NRL are papers addressing modeling and analysis of problems motivated by real-world applications; major methodological advances in operations research and applied statistics; and expository or survey pieces of lasting value. Areas represented include (but are not limited to) probability, statistics, simulation, optimization, game theory, quality, scheduling, reliability, maintenance, supply chain, decision analysis, and combat models. Special issues devoted to a single topic are published occasionally, and proposals for special issues are welcomed by the Editorial Board.
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