A decision model on human-robot collaborative routing for automatic logistics

被引:16
|
作者
Zhu, Shengyan [1 ]
Wang, Huiwen [2 ]
Zhang, Xiaoqin [2 ]
He, Xueting [2 ]
Tan, Zheyi [2 ]
机构
[1] Yibin Univ, Sanjiang Res Inst Artificial Intelligence & Robot, Yibin, Sichuan, Peoples R China
[2] Shanghai Univ, Sch Management, Shanghai, Peoples R China
关键词
Order picking system; Human -robot collaborative environment; Autonomous mobile robots; Vehicle routing problem; Variable neighborhood search algorithm; Dynamic programming; TRAVEL-TIME MODELS; ORDER PICKING; STORAGE ASSIGNMENT; WAREHOUSE; STRATEGIES; HEURISTICS; DISTANCE; SYSTEMS; PICKERS; IMPACT;
D O I
10.1016/j.aei.2022.101681
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper studies an integrated human-robot routing problem arising in collaborative order picking systems. Travelling routes of pickers and robots interact with each other and simultaneously determine the start time of tasks. A mixed-integer programming model is proposed which aims to minimize the total task completion time by optimizing both pickers' and robots' routes. Moreover, a variable neighborhood search and dynamic programming -based heuristic algorithm is developed for solving the problem in large-scale environments. Numerical experiments are conducted to prove the necessity of the proposed model and also validate the efficiency of the proposed heuristic algorithm. The results indicate the methodology can yields solutions with smaller optimality gap within a reasonable period of time, in comparison with an intuitive but common decision rule. A sensitivity analysis is also conducted to derive a number of managerial implications regarding the configuration of pickers and robots and robots' speed setting.
引用
收藏
页数:12
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