Reliable p-median facility location problem: two-stage robust models and algorithms

被引:142
作者
An, Yu [1 ]
Zeng, Bo [1 ]
Zhang, Yu [2 ]
Zhao, Long [1 ]
机构
[1] Univ S Florida, Dept Ind & Management Syst Engn, 4202 E Fowler Ave, Tampa, FL 33620 USA
[2] Univ S Florida, Dept Civil & Environm Engn, Tampa, FL 33620 USA
基金
美国国家科学基金会;
关键词
Facility location problem; Reliable distribution network; Two-stage robust optimization; Disruption-caused demand change; Capacity; CONTINUUM APPROXIMATION APPROACH; PLANT LOCATION; NETWORK DESIGN; OPTIMIZATION; RISK;
D O I
10.1016/j.trb.2014.02.005
中图分类号
F [经济];
学科分类号
02 ;
摘要
In this paper, we propose a set of two-stage robust optimization models to design reliable p-median facility location networks subject to disruptions. We analyze their structural properties, and implement the column-and-constraint generation method with customized enhancement strategies, which is more effective than Benders cutting plane method. Numerical experiments are performed on real data and management insights on system design are presented. In particular, our study demonstrates the strong modeling capability of two-stage robust optimization scheme by including two practical issues, i.e., demand changes due to disruptions and facility capacities, which receive little attention in reliable distribution network design research. Results show the significant influence of the demand change on the network configuration. (C) 2014 Elsevier Ltd. All rights reserved.
引用
收藏
页码:54 / 72
页数:19
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