Stochastic uncapacitated hub location

被引:192
作者
Contreras, Ivan [1 ]
Cordeau, Jean-Francois
Laporte, Gilbert
机构
[1] HEC Montreal, Montreal, PQ H3T 2A7, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Hub location; Stochastic programming; Monte-Carlo sampling; Benders decomposition; SAMPLE AVERAGE APPROXIMATION; UNCERTAINTY; FACILITY; DESIGN;
D O I
10.1016/j.ejor.2011.02.018
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
We study stochastic uncapacitated hub location problems in which uncertainty is associated to demands and transportation costs. We show that the stochastic problems with uncertain demands or dependent transportation costs are equivalent to their associated deterministic expected value problem (EVP), in which random variables are replaced by their expectations. In the case of uncertain independent transportation costs, the corresponding stochastic problem is not equivalent to its EVP and specific solution methods need to be developed. We describe a Monte-Carlo simulation-based algorithm that integrates a sample average approximation scheme with a Benders decomposition algorithm to solve problems having stochastic independent transportation costs. Numerical results on a set of instances with up to 50 nodes are reported. (C) 2011 Elsevier B.V. All rights reserved.
引用
收藏
页码:518 / 528
页数:11
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