Generalization of the proportional hazards model for maintenance modelling and optimization

被引:12
|
作者
Deloux, Estelle [1 ]
Dijoux, Yann [1 ]
Fouladirad, Mitra [1 ]
机构
[1] Univ Technol Troyes, Inst Charles Delaunay, UMR CNRS STMR 6279, F-10010 Troyes, France
关键词
preventive maintenance; corrective maintenance; deterioration process; gamma process; generalized proportional hazards model; competing risk model; REPAIRABLE SYSTEMS; COMPETING RISKS;
D O I
10.1177/1748006X12448149
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
A non-observable monotonically deteriorating system is considered. The observed data are the maintenance times and the kinds of maintenance performed. The aim of this paper is to propose a model of the dependency between all kinds of maintenance by considering imperfect maintenance efficiency. Furthermore, we present an additional planned preventive maintenance policy that reduces a finite horizon average total maintenance cost. To deal with such a problem a competing risks model is considered. A general class of models, denoted generalized proportional hazards, is presented and a particular model is derived. An estimation method is detailed for the proposed model. Finally, by numerical implementation, a maintenance policy that leads to the lowest finite horizon average total maintenance cost is proposed.
引用
收藏
页码:439 / 447
页数:9
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