将重叠度量传递给批量订单

ORiON Pub Date : 2023-01-01 DOI:10.5784/39-1-712
Stephan E Visagie, F. Hofmann
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引用次数: 0

摘要

在这项研究中,不同的指标,以执行订单批处理的单向循环拣选系统进行了研究。批次必须形成最小的步行距离,这是衡量的总周期通过采摘机。在拾取器路由之前,开发了路径重叠度量来估计步行距离。因此,添加有关路由相似度的信息以标识与批处理兼容的顺序。跨度是拣货员为收集订单中的物品而走过的拣货线的一段长度。在跨度概念的基础上,提出了三个度量,即止点非同跨度量、非同跨度量和止点跨比度量。通过数值实验确定了路由重叠度量与批处理方法的最佳结合。一家著名的南非零售商的配送中心提供\(50\)样本采集波,用于实验设置和真实数据。与其他方法相比,将停止非相同跨度度量与贪婪最小条目启发式方法一起使用以一致地执行批处理,从而减少了完成拾取波所需的循环数。
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Route overlap metrics to batch orders
In this study different metrics to perform order batching for a unidirectional cyclical picking system are investigated. Batches must be formed to minimise walking distance that is measured as the total number of cycles traversed by pickers.Route overlap metrics are developed to approximate walking distance before picker routing. Thereby, information about route similarity is added to identify orders that are compatible for batching.A span is the length of a section of picking line that a picker walks to collect the items in an order. Three metrics based on the concept of a span are developed, namely the stops non-identical spans, the non-identical stops-spans and the stops-spans ratio metric.Numerical experiments are carried out to determine the best combination between route overlap metric and batching method. A prominent South African retailer's distribution centre provides \(50\)~sample picking waves for an experimental set up with real-life data. The stops non-identical spans metric used together with greedy smallest entry heuristic to perform the batching consistently leads to a low number of cycles traversed to complete a picking wave relative to the other methods.
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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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