A continuous estimation of distribution algorithm for the online order-batching problem

被引:23
|
作者
Perez-Rodriguez, Ricardo [1 ]
Hernandez-Aguirre, Arturo [1 ]
Joens, S. [2 ]
机构
[1] CIMAT AC, Guanajuato 36240, Mexico
[2] CONACYT, Benito Juarez 03940, DF, Mexico
关键词
Estimation of distribution algorithm; Warehouse management; Order picking; Order batching; Online optimization; TRAVEL-TIME; OPTIMIZATION;
D O I
10.1007/s00170-015-6835-6
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In manual order-picking systems such as picker-toparts, order pickers walk through a warehouse in order to pick up articles required by customers. Order batching consists of combining these customer orders into picking orders. In online batching, customer orders arrive throughout the scheduling. This paper considers an online order-batching problem in which the turnover time of all customer orders has to be minimized, i.e., the time period between the arrival time of the customer order and its completion time. A continuous estimation of distribution algorithm-based approach is proposed and developed to solve the problem and implement the solution. Using this approach, the warehouse performance can be noticeably improved with a substantial reduction in the average turnover time of a set of customer orders.
引用
收藏
页码:569 / 588
页数:20
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