A robust optimization model for a supply chain under uncertainty

被引:4
|
作者
Hosseini, Sara [1 ]
Farahani, Reza Zanjirani [2 ]
Dullaert, Wout [3 ]
Raa, Birger [4 ]
Rajabi, Mohsen [5 ]
Bolhari, Alireza [6 ]
机构
[1] Amirkabir Univ Technol, Dept Ind Engn, Tehran, Iran
[2] Univ Kingston, Dept Management, Kingston Business Sch, Kingston Upon Thames KT2 7LB, Surrey, England
[3] Vrije Univ Amsterdam, Fac Econ & Business Adm, Amsterdam, Netherlands
[4] Univ Ghent, Dept Management Informat & Operat Management, B-9000 Ghent, Belgium
[5] Univ Tehran, Dept Ind Management, Fac Management, Tehran, Iran
[6] Islamic Azad Univ, Sci & Res Branch, Dept Management & Econ, Tehran, Iran
关键词
distribution network design; uncertainty; robust optimization; genetic algorithm; memetic algorithm; NETWORK DESIGN; FACILITY LOCATION; DEMAND UNCERTAINTIES; GENETIC ALGORITHM; LOGISTICS NETWORK; SERVICE LEVEL; TOTAL-COST; DISRUPTIONS; REDESIGN; SYSTEM;
D O I
10.1093/imaman/dpt014
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
This paper focuses on the design of a distribution network problem in a three-tiered supply chain under uncertainty. The objective is to determine the optimal number, locations and capacities of plants and warehouses to minimize the overall network costs over a variety of economic growth scenarios. For this purpose, a mixed integer linear programming model is extended in a robust optimization framework and then three heuristic approaches based on genetic and memetic algorithms and a mathematical programming approach are used to solve this problem. The effectiveness of the proposed heuristics and the trade-off between model robustness and solution robustness is investigated and directions for further researches are presented.
引用
收藏
页码:387 / 402
页数:16
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