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Joint optimisation of order batching and picker routing in the online retailer's warehouse in China

机译:联合优化中国在线零售商仓库中的订单批处理和拣货流程

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摘要

Order picking is the core of warehouse operations and considerable researches have been conducted on improving its efficiency. In this paper, we aim at the joint optimisation of order batching and picker routing based on a famous and typical online retailer of China, which mainly focuses on fast-moving consumer goods. An integer programming is formulated to minimise the total travelling distance involving with order batching and picker routing. In the stage of order batching, an effective batching procedure based on similarity coefficient which is measured by overlapping channels between orders is proposed. In the stage of picker routing, an improved ant colony optimisation algorithm with local search is proposed. Based on those simulated orders generated by actual transaction data, numerical experiments are conducted to verify the performance of the algorithm we proposed. Results show that the proposed joint optimisation algorithm has potential advantages under various order sizes and order structures, which implies that it is effective and efficient particularly in the online retailing of fast-moving consumer goods.
机译:拣选订单是仓库运营的核心,已经进行了大量研究以提高其效率。在本文中,我们旨在基于中国一家著名且典型的在线零售商,主要针对快速消费品的订单分批和拣货员路线的联合优化。制定了整数程序设计,以最大程度地减少与订单批处理和拣配路线有关的总行驶距离。在订单批处理阶段,提出了一种基于相似系数的有效批处理程序,该相似性系数是通过订单之间重叠的通道来测量的。在选择器路由阶段,提出了一种具有局部搜索的改进蚁群优化算法。基于实际交易数据生成的模拟订单,进行数值实验以验证我们提出的算法的性能。结果表明,所提出的联合优化算法在各种订单规模和订单结构下具有潜在的优势,这意味着该算法特别有效,特别是在快速消费品的在线零售中。

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