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.
机构:
Shanghai Univ, Sch Management, Shanghai 200444, Peoples R ChinaShanghai Univ, Sch Management, Shanghai 200444, Peoples R China
Zhang, Shuanglu
Zhuge, Dan
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Polytech Univ, Dept Logist & Maritime Studies, Hung Hom, Hong Kong, Peoples R ChinaShanghai Univ, Sch Management, Shanghai 200444, Peoples R China
Zhuge, Dan
Tan, Zheyi
论文数: 0引用数: 0
h-index: 0
机构:
Shanghai Univ, Sch Management, Shanghai 200444, Peoples R ChinaShanghai Univ, Sch Management, Shanghai 200444, Peoples R China
Tan, Zheyi
Zhen, Lu
论文数: 0引用数: 0
h-index: 0
机构:
Shanghai Univ, Sch Management, Shanghai 200444, Peoples R ChinaShanghai Univ, Sch Management, Shanghai 200444, Peoples R China
机构:
Cent China Normal Univ, Sch Informat Management, Wuhan, Peoples R China
Cent China Normal Univ, E Commerce Res Ctr Hubei Prov, Wuhan, Peoples R ChinaCent China Normal Univ, Sch Informat Management, Wuhan, Peoples R China
Zhang, Jun
Tian, Lingkun
论文数: 0引用数: 0
h-index: 0
机构:
Cent China Normal Univ, Sch Informat Management, Wuhan, Peoples R ChinaCent China Normal Univ, Sch Informat Management, Wuhan, Peoples R China
Tian, Lingkun
Zhou, Zijuan
论文数: 0引用数: 0
h-index: 0
机构:
Cent China Normal Univ, Sch Informat Management, Wuhan, Peoples R ChinaCent China Normal Univ, Sch Informat Management, Wuhan, Peoples R China
机构:
Cent China Normal Univ, Sch Informat Management, Wuhan, Peoples R China
Cent China Normal Univ, Ecommerce Res Ctr Hubei Prov, Wuhan, Peoples R ChinaCent China Normal Univ, Sch Informat Management, Wuhan, Peoples R China
Zhang, Jun
Zhang, Ning
论文数: 0引用数: 0
h-index: 0
机构:
Cent China Normal Univ, Sch Informat Management, Wuhan, Peoples R ChinaCent China Normal Univ, Sch Informat Management, Wuhan, Peoples R China
Zhang, Ning
Tian, Lingkun
论文数: 0引用数: 0
h-index: 0
机构:
Cent China Normal Univ, Sch Informat Management, Wuhan, Peoples R ChinaCent China Normal Univ, Sch Informat Management, Wuhan, Peoples R China
Tian, Lingkun
Zhou, Zijuan
论文数: 0引用数: 0
h-index: 0
机构:
Cent China Normal Univ, Sch Informat Management, Wuhan, Peoples R ChinaCent China Normal Univ, Sch Informat Management, Wuhan, Peoples R China
Zhou, Zijuan
Wang, Ping
论文数: 0引用数: 0
h-index: 0
机构:
Cent China Normal Univ, Sch Informat Management, Wuhan, Peoples R China
Cent China Normal Univ, Ecommerce Res Ctr Hubei Prov, Wuhan, Peoples R ChinaCent China Normal Univ, Sch Informat Management, Wuhan, Peoples R China
机构:
Cent South Univ, Sch Traff & Transportat Engn, Changsha 410075, Peoples R China
Smart Transport Key Lab Hunan Prov, Changsha 410075, Peoples R ChinaCent South Univ, Sch Traff & Transportat Engn, Changsha 410075, Peoples R China
Cai, Jianming
Li, Xiaokang
论文数: 0引用数: 0
h-index: 0
机构:
Cent South Univ, Sch Traff & Transportat Engn, Changsha 410075, Peoples R China
Smart Transport Key Lab Hunan Prov, Changsha 410075, Peoples R ChinaCent South Univ, Sch Traff & Transportat Engn, Changsha 410075, Peoples R China
Li, Xiaokang
Liang, Yue
论文数: 0引用数: 0
h-index: 0
机构:
Cent South Univ, Sch Traff & Transportat Engn, Changsha 410075, Peoples R ChinaCent South Univ, Sch Traff & Transportat Engn, Changsha 410075, Peoples R China
Liang, Yue
Ouyang, Shan
论文数: 0引用数: 0
h-index: 0
机构:
Cent South Univ, Sch Traff & Transportat Engn, Changsha 410075, Peoples R ChinaCent South Univ, Sch Traff & Transportat Engn, Changsha 410075, Peoples R China