电子商务中立体货箱选择与包装的分支修复方法

Oper. Res. Pub Date : 2022-09-28 DOI:10.1287/opre.2022.2369
P. Fontaine, S. Minner
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引用次数: 1

摘要

选择包裹类型组合以减少运输中未使用的空间错误大小的包裹导致未使用的空间和低效的运输。随着电子商务和最后一英里投递量的不断增加,仓库中可用的包裹类型会对未使用的运输空间产生重大影响。Fontaine和Minner在《电子商务中三维箱选择和包装的分支修复方法》中通过优化可用包裹类型的组合,解决了未使用空间成本和包裹种类成本之间的权衡问题。为了解决具有数百万个二进制决策变量的大型实例,作者开发了一种精确分解方法,该方法允许放松许多二进制变量,通过修复不可行解来改进分支检查,并展示了如何避免求解许多子问题。实例分析表明了该方法的有效性以及组合对未使用交通空间的影响。
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A Branch-and-Repair Method for Three-Dimensional Bin Selection and Packing in E-Commerce
Selecting a Parcel Type Portfolio to Reduce Unused Space in Transportation Wrongly sized parcels lead to unused space and inefficient transportation. With continuously increasing e-commerce and last-mile delivery volumes, available parcel types at a warehouse can significantly impact unused space that is transported. In “A Branch-and-Repair Method for Three-Dimensional Bin Selection and Packing in E-Commerce,” Fontaine and Minner solve the trade-off between cost of unused space and cost of parcel variety through optimizing the portfolio of available parcel types. To solve large instances with millions of binary decision variables, the authors develop an exact decomposition method that allows for relaxing many binary variables, improves branch-and-check by repairing infeasible solutions, and shows how to avoid solving many subproblems. A case study using real data shows the efficiency of the proposed method and the impact of the portfolio on unused transportation space.
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