单向循环拣货线上订单批处理的拣货位置指标

ORiON Pub Date : 2019-12-20 DOI:10.5784/35-2-646
F. Hofmann, SE Visagie
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引用次数: 3

摘要

本文将顺序配料推广到具有单向循环采摘线布局的采摘系统。目标是尽量减少采摘工人在采摘线上的步行距离。正在考虑的拣选系统的设置与单向传送带系统有关。引入了三个订单到路线的接近度量来估计步行距离,因为订单将在拾取器路由之前分批处理。所有指标都基于拣选位置,该位置描述拣选员必须在某个位置停下来为订单收集物品的时间。这些指标包括多个止损点、多个非相同止损点和一个止损比率测量。除了精确解方法外,还采用了四种贪婪启发式方法和六种元启发式方法来分批组合相似的顺序。所有指标都是使用南非一家著名零售商的配送中心的50条样品挑选线的真实数据进行测试的。拣选装置的容量受到限制,因此每批最多允许两个订单。确定了度量法与求解法的最佳结合。回归分析支持这样的想法,即引入的度量可以用来近似步行距离。停止比度量和贪婪随机启发式的结合,在遍历的总循环数和求解的计算时间方面产生了最佳结果。
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Picking location metrics for order batching on a unidirectional cyclical picking line
In this paper order batching is extended to a picking system with the layout of a unidirectional cyclical picking line. The objective is to minimise the walking distance of pickers in the picking line. The setup of the picking system under consideration is related to unidirectional carousel systems. Three order-to-route closeness metrics are introduced to approximate walking distance, since the orders will be batched before the pickers are routed. All metrics are based on the picking location describing when a picker has to stop at a location to collect the items for an order. These metrics comprise a number of stops, a number of non-identical stops and a stops ratio measurement. Besides exact solution approaches, four greedy heuristics as well as six metaheuristics are applied to combine similar orders in batches. All metrics are tested using real life data of 50 sample picking lines in a distribution centre of a prominent South African retailer. The capacity of the picking device is restricted, thus the maximum batch size of two orders per batch is allowed. The best combination of metric and solution approach is identified. A regression analysis supports the idea that the introduced metrics can be used to approximate walking distance. The combination of stops ratio metric and the greedy random heuristic generate the best results in terms of minimum number of total cycles traversed as well as computational time to find the solution.
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期刊最新文献
Route overlap metrics to batch orders Anomaly detection using autoencoders with network analysis features On the calibration of stochastic volatility models to estimate the real-world measure used in option pricing Celebrating 50-years of OR in South Africa – a Bibliometric Analysis of contributions to International OR Literature Comments: Development of an early career academic supervisor in Statistics - a discussion on a guiding rubric
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