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The joint order batching and picker routing problem: Modelled and solved as a clustered vehicle routing problem

机译:联合订单批处理和选择器路由问题:建模和解决为集群车辆路由问题

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The joint order batching and picker routing problem (JOBPRP) is a promising approach to minimize the order picking travel distance in a picker-to-parts warehouse environment. In this paper, we show that the JOBPRP can be modelled as a clustered vehicle routing problem (CluVRP), a variant of the capacitated VRP in which customers are grouped into clusters. To solve this cluster-based model of the JOBPRP, we apply a two-level variable neighborhood search (2level-VNS) metaheuristic, previously developed for the CluVRP, and study which adaptations are required to perform efficiently in a warehouse environment. Additionally, we evaluate if the Hausdorff distance used as an approximation for the clusters' proximity in the CluVRP, performs equally well when determining closeness between pick orders in a warehouse. We compare the performance of the Hausdorff-based batching criterion to the cumulative minimal aisles visited-criterion, known as a well-performing batching metric in rectangular warehouses with parallel aisles.The 2level-VNS performs well compared to state-of-the-art algorithms specifically developed for the order batching problem (OBP) in a single-block warehouse. A multi-start VNS remains slightly superior to our approach. Concerning the Hausdorff distance, we conclude that in most experiments, the minimum-aisles criterion retains a better fit in the warehouse context. (C) 2020 Elsevier Ltd. All rights reserved.
机译:联合订单批处理和选择器路由问题(JobPRP)是一种有希望的方法,可以最大限度地减少拾取器到零件仓库环境中的秩序拾取距离。在本文中,我们表明JOBPRP可以被建模为集群路由问题(CLUVRP),其中电容VRP的变型,客户将客户分组为集群。为了解决基于群集的JobPRP模型,我们应用了一个以前为CLUVRP开发的两级变量邻域搜索(2LEVEL-VNS)成群化,并且需要在仓库环境中有效地执行调整所需的研究。此外,我们评估是否在CLUVRP中的簇邻近的近似使用的HAUSDORFF距离,在仓库中的拾取订单之间的近距离时执行同样良好。我们将基于Hausdorff的批处理标准的性能进行比较到访问标准的累积最小过道,称为具有平行通道的矩形仓库中的矩形仓库良好的批次度量。2LEVEL-VNS与最先进的人进行了良好的性能专门为单块仓库中为订单批处理问题(OBP)开发的算法。多启动VNS保持略微优于我们的方法。关于Hausdorff距离,我们得出结论,在大多数实验中,最小过道标准在仓库背景下保持更好的契合。 (c)2020 elestvier有限公司保留所有权利。

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