Reliable logistics networks design with facility disruptions

被引:302
作者
Peng, Peng [2 ]
Snyder, Lawrence V. [1 ]
Lim, Andrew [2 ,4 ]
Liu, Zuli [3 ]
机构
[1] Lehigh Univ, Dept Ind & Syst Engn, Bethlehem, PA 18015 USA
[2] City Univ Hong Kong, Dept Management Sci, Kowloon, Hong Kong, Peoples R China
[3] Sun Yat Sen Univ, Dept Comp Sci, Guangzhou 510275, Guangdong, Peoples R China
[4] Huazhong Univ Sci & Technol, Sch Management, Wuhan 430074, Peoples R China
关键词
Reliable network design; Facility disruptions; p-Robustness; Metaheuristics; HYBRID GENETIC ALGORITHM; LOCATION DESIGN; MODELS; RISK;
D O I
10.1016/j.trb.2011.05.022
中图分类号
F [经济];
学科分类号
02 ;
摘要
This paper studies a strategic supply chain management problem to design reliable networks that perform as well as possible under normal conditions, while also performing relatively well when disruptions strike. We present a mixed-integer programming model whose objective is to minimize the nominal cost (the cost when no disruptions occur) while reducing the disruption risk using the p-robustness criterion (which bounds the cost in disruption scenarios). We propose a hybrid metaheuristic algorithm that is based on genetic algorithms, local improvement, and the shortest augmenting path method. Numerical tests show that the heuristic greatly outperforms CPLEX in terms of solution speed, while still delivering excellent solution quality. We demonstrate the tradeoff between the nominal cost and system reliability, showing that substantial improvements in reliability are often possible with minimal increases in cost. We also show that our model produces solutions that are less conservative than those generated by common robustness measures. (C) 2011 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1190 / 1211
页数:22
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