Application of advanced analysis and predictive algorithm for warehouse picking zone capacity and content prediction

E. Žunić, K. Hodzic, H. Hasic, Rijad Skrobo, A. Besirevic, D. Donko
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引用次数: 13

Abstract

Implementing a successful warehouse management system from scratch contains many challenges of different nature. The most important aspect is the financial status of the company that is implementing the system. How many resources is the company willing to spend is always a difficult dilemma. The second important issue is the actual usefulness of the developed solution. If the system cannot be implemented in the real world, as advanced as it may be in theory, it has very little or no use at all. In this paper, the current state of the picking zone of a medium-to-large logistics company warehouse is analyzed through a real-world case study. On the top of the collected results, a method for the optimal strategic and quantitative item placement in the picking zone is constructed through the usage of fitting algorithms. One month after the method was released to production, a quality check of the system by supervising the warehouse activities of the picking zone is conducted and the results are analyzed.
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先进的分析预测算法在仓库拣货区容量和内容预测中的应用
从头开始实现一个成功的仓库管理系统包含许多不同性质的挑战。最重要的方面是实施该系统的公司的财务状况。公司愿意投入多少资源,一直是一个难题。第二个重要的问题是开发的解决方案的实际有用性。如果系统不能在现实世界中实现,那么它在理论上可能是先进的,它几乎没有或根本没有用处。本文通过实际案例分析了某大中型物流公司仓库拣货区的现状。在收集结果的基础上,利用拟合算法构建了拣货区物品的最优战略性和定量放置方法。该方法投入生产一个月后,通过监督拣选区的仓储活动对系统进行质量检查,并对结果进行分析。
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