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Strategically Locating Impulse Items in a Store

机译:从战略上定位商店中的冲动物品

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This paper studies the problem of optimizing the placement of items in a retail store setting by combining two approaches, one from Facilities Location theory and the second based on probabilistic modeling of customer travel within the store. Specifically, it focuses on designing a store layout where item placement is done with the objective of maximizing the total profit earned from the sale of impulse items and where customers travel is probabilistic based on distance between successive items purchased. It begins by presenting a simple version with a grid layout and rectilinear distance metric that is solved to optimality. Then, a two stage heuristic algorithm is developed for the general problem that employs a simulation analysis to verify the quality of the solutions generated. The performance of this two-phase algorithm is empirically tested using three different approaches: benchmarking against available results, empirical testing, and with real-world data taken from a grocery store in the western region of New York. Results attest to the effectiveness of the solutions generated by algorithm and its ability to solve larger problems than have been reported heretofore in the literature.
机译:本文研究了通过结合两种方法来优化零售商店设置中物品放置的问题,一种方法来自设施定位理论,另一种则基于商店内客户旅行的概率模型。具体而言,它专注于设计商店布局,在该商店布局中进行商品放置,以最大化从冲动商品的销售中获得的总利润,并根据连续购买的商品之间的距离来确定客户出行的概率。首先介绍一个简单的版本,该版本具有网格布局和直线距离度量,可以将其最佳化。然后,针对一般问题开发了一种两阶段启发式算法,该算法采用仿真分析来验证生成的解的质量。使用三种不同的方法对这种两阶段算法的性能进行了经验测试:对可用结果进行基准测试,经验测试以及从纽约西部杂货店获取的真实数据。结果证明了算法生成的解决方案的有效性及其解决更大问题的能力,这些能力比以前在文献中已经报道过。

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