Improving order picking efficiency through storage assignment optimization in robotic mobile fulfillment systems

被引:2
|
作者
Zhuang, Yanling [1 ]
Zhou, Yun [1 ]
Hassini, Elkafi [1 ]
Yuan, Yufei [1 ]
Hu, Xiangpei [2 ]
机构
[1] McMaster Univ, DeGroote Sch Business, Hamilton, ON L8S 4L8, Canada
[2] Dalian Univ Technol, Sch Econ & Management, Dalian 116023, Peoples R China
基金
中国国家自然科学基金; 加拿大自然科学与工程研究理事会;
关键词
Logistics; Robotic mobile fulfillment systems; Inventory storage assignment; Order and rack sequencing; Integer programming; AUTOMATED STORAGE; RACK;
D O I
10.1016/j.ejor.2024.02.025
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
The order picking efficiency in robotic mobile fulfillment systems is not only determined by the order and rack processing sequences, but also by the product distribution on the racks. In this paper, we focus on long-term planning based on historical order data to identify the optimal distribution of SKUs on racks for order picking operation improvement. This product distribution problem is formulated as an integer linear program, with the goal of minimizing rack movements required to fulfill orders. We develop a solution procedure that takes into account both the affinity and frequency of products in the orders, as well as the corresponding performance of the order and rack sequencing. We evaluate the performance of the proposed method through comparisons with the theoretical optimal solution on manually generated small instances and with existing heuristic solutions on a large real -world order dataset provided by a major e -commerce company, demonstrating a significant improvement from using our algorithm.
引用
收藏
页码:718 / 732
页数:15
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