To Wave or Not to Wave? Order Release Policies for Warehouses with an Automated Sorter

Jérémie Gallien, T. Weber
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引用次数: 31

Abstract

Batch (wave) release policies are prevalent in warehouses with an automated sorter, and take different forms depending on how batches released consecutively may overlap downstream in the sorter. Continuous (waveless) release constitutes an emerging alternative recently adopted by several firms. Although that new policy presents several advantages relative to waves, it requires more expensive technology and involves the possibility of congestion-induced collapse (gridlock) at the sorter. Using an extensive data set of detailed warehouse flow information from a leading U.S. online retailer, we first develop a model with validated predictive accuracy for a warehouse operating under waveless release. We then use that model to compute operational guidelines for dynamically managing the main control lever of that policy with the goal of maximizing throughput while keeping the risk of gridlock under a specified threshold. Second, we leverage that model and data set to compare the performance of wave-based and waveless policies through simulation. The best waveless policy yields larger or equal throughput than the best wave-based policy in all scenarios considered, and thus appears to merit some consideration by practitioners.
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挥手还是不挥手?带有自动分拣机的仓库的订单放行策略
批(波)发布策略在具有自动分类器的仓库中很普遍,并且根据连续发布的批如何在分类器的下游重叠采取不同的形式。连续(无波)释放构成了最近被几家公司采用的新兴替代方案。尽管这项新政策相对于波浪有一些优势,但它需要更昂贵的技术,并且涉及到分拣机因拥堵而崩溃(交通堵塞)的可能性。利用来自美国一家领先的在线零售商的详细仓库流程信息的大量数据集,我们首先开发了一个模型,该模型具有经过验证的无波释放下仓库运行的预测准确性。然后,我们使用该模型来计算操作指南,以动态管理该策略的主要控制杠杆,目标是最大化吞吐量,同时将阻塞风险保持在指定的阈值以下。其次,我们利用该模型和数据集通过仿真比较基于波和无波策略的性能。在所有考虑的场景中,最佳无波策略比最佳基于波的策略产生更大或相等的吞吐量,因此似乎值得从业者进行一些考虑。
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