Stochastic single allocation hub location problems with balanced utilization of hub capacities

被引:17
作者
Hu, Qing-Mi [1 ]
Hu, Shaolong [2 ,3 ]
Wang, Jian [1 ]
Li, Xiaoping [1 ]
机构
[1] Jiangsu Univ Sci & Technol, Sch Econ & Management, Zhenjiang 212100, Jiangsu, Peoples R China
[2] Southwest Jiaotong Univ, Sch Econ & Management, Chengdu 610031, Peoples R China
[3] Key Lab Serv Sci & Innovat Sichuan Prov, Chengdu 610031, Peoples R China
基金
中国国家自然科学基金;
关键词
Hub location; Balanced utilization; Stochastic programming; Joint chance constraints; Second-order cone programming; Valid inequalities; ROBUST OPTIMIZATION APPROACH; PROGRAMMING APPROACH; NETWORK DESIGN; BENDERS DECOMPOSITION; LINEAR-PROGRAMS; ALGORITHM; APPROXIMATION; FORMULATIONS; UNCERTAINTY; ASSIGNMENT;
D O I
10.1016/j.trb.2021.09.009
中图分类号
F [经济];
学科分类号
02 ;
摘要
This paper presents a stochastic formulation for capacitated single allocation hub location problems with uncertain demands, in which the balanced utilization of hub capacities is considered in the strategic decision making process. The demands are assumed to be independent random variables with known normal probability distributions. A stochastic programming model with joint chance constraints is established and then transformed into a second-order mixedinteger cone programming model. Furthermore, the proposed model is approximated by using piecewise tangent approximation and piecewise linear approximation techniques. For the approximated models, alternative reformulations are developed, and valid inequalities are employed to add to alternative reformulations. Extensive numerical experiments with CAB and AP data sets are conducted to evaluate the performance of the proposed methods, and analyze the configuration of hub-and-spoke networks and the utilization of hub capacities. Experimental results show that the optimal solution of proposed models can be obtained by using the two approximation techniques with a small number of tangent and linear segments. The developed alternative reformulations and valid inequalities can significantly improve computational efficiency. The entire unbalanced utilization degree of hub capacities can be greatly reduced with a small rise in the traditional operating cost.
引用
收藏
页码:204 / 227
页数:24
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