Two-stage conflict robust optimization models for cross-dock truck scheduling problem under uncertainty

被引:32
|
作者
Xi, Xiang [1 ,2 ]
Liu Changchun [3 ]
Yuan, Wang [1 ,2 ]
Hay, Lee Loo [1 ,2 ]
机构
[1] Natl Univ Singapore, Ctr Excellence Modeling & Simulat Next Generat Lo, Singapore 117602, Singapore
[2] Natl Univ Singapore, Dept Ind Syst Engn & Management, Singapore 117602, Singapore
[3] Natl Univ Singapore, Inst Operat Res & Analyt, Singapore 117602, Singapore
关键词
Two-stage robust model; Cross-dock; Truck scheduling problem; Exact algorithm; ASSIGNMENT PROBLEM; DOOR ASSIGNMENT; CONSTRAINT; FACILITY; SYSTEMS; OPERATIONS; CAPACITY; DESIGN; PICKUP;
D O I
10.1016/j.tre.2020.102123
中图分类号
F [经济];
学科分类号
02 ;
摘要
This paper studies the cross-dock truck scheduling problem, which considers the uncertainty of trucks' arrival and operational times. We introduce a concept named conflict and present a two-stage optimization model, aiming at minimizing the total cost and number of conflicts. Furthermore, an extended model by introducing K-means clustering is presented, for which the performance guarantees are provided to validate its efficiency. A column and constraint generation algorithm, which is proved to converge in a finite number of iterations, is designed to solve the developed models. Extensive numerical experiments are conducted to validate the performance of the developed models and algorithm.
引用
收藏
页数:18
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