Uncertain optimization model for multi-echelon spare parts supply system

被引:20
|
作者
Wen, Meilin [1 ,2 ]
Han, Qiao [1 ,2 ]
Yang, Yi [1 ,2 ]
Kang, Rui [1 ,2 ]
机构
[1] Sci & Technol Reliabil & Environm Engn Lab, Beijing 100191, Peoples R China
[2] Beihang Univ, Sch Reliabil & Syst Engn, Beijing 100191, Peoples R China
基金
美国国家科学基金会;
关键词
Spare parts; Optimization model; Uncertainty theory; Uncertain variable; Uncertainty distribution; MANAGEMENT;
D O I
10.1016/j.asoc.2016.07.057
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The optimization of spare parts inventory for equipment system is becoming a dominant support strategy, especially in the defense industry. Tremendous researches have been made to achieve optimal support performance of the supply system. However, the lack of statistical data brings limitations to these optimization models which are based on probability theory. In this paper, personal belief degree is adopted to compensate the data deficiency, and the uncertainty theory is employed to characterize uncertainty arising from subjective personal cognition. A base-depot support system is taken into consideration in the presence of uncertainty, supplying repairable spare parts for equipment system. With some constraints such as costs and supply availability, the minimal expected backorder model and the minimal backorderrate model will be presented based on uncertain measure. Genetic algorithm is adopted in this paper to search for optimal solution. Finally, a numerical example is employed to illustrate the feasibility of the optimization models. (C) 2016 Elsevier B.V. All rights reserved.
引用
收藏
页码:646 / 654
页数:9
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