residual life;
performance characteristics;
bivariate Wiener process;
Frank copula function;
Bayesian MCMC method;
MODEL;
DISTRIBUTIONS;
MANAGEMENT;
REGRESSION;
D O I:
10.1080/00949655.2012.719026
中图分类号:
TP39 [计算机的应用];
学科分类号:
081203 ;
0835 ;
摘要:
The issue of residual life (RL) estimation plays an important role for products while they are in use, especially for expensive and reliability-critical products. For many products, they may have two or more performance characteristics (PCs). Here, an adaptive method of RL estimation based on bivariate Wiener degradation process with time-scale transformations is presented. It is assumed that a product has two PCs, and that each PC is governed by a Wiener process with a time-scale transformation. The dependency of PCs is characterized by the Frank copula function. Parameters are estimated by using the Bayesian Markov chain Monte Carlo method. Once new degradation information is available, the RL is re-estimated in an adaptive manner. A numerical example about fatigue cracks is given to demonstrate the usefulness and validity of the proposed method.
机构:
Georgia Inst Technol, H Milton Stewart Sch Ind & Syst Engn, Atlanta, GA 30332 USAGeorgia Inst Technol, H Milton Stewart Sch Ind & Syst Engn, Atlanta, GA 30332 USA
Elwany, Alaa H.
Gebraeel, Nagi Z.
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机构:
Georgia Inst Technol, H Milton Stewart Sch Ind & Syst Engn, Atlanta, GA 30332 USAGeorgia Inst Technol, H Milton Stewart Sch Ind & Syst Engn, Atlanta, GA 30332 USA
机构:
Georgia Inst Technol, Milton H Stewart Sch Ind & Syst Engn, Atlanta, GA 30313 USAGeorgia Inst Technol, Milton H Stewart Sch Ind & Syst Engn, Atlanta, GA 30313 USA
Gebraeel, Nagi
Elwany, Alaa
论文数: 0引用数: 0
h-index: 0
机构:
Georgia Inst Technol, Milton H Stewart Sch Ind & Syst Engn, Atlanta, GA 30313 USAGeorgia Inst Technol, Milton H Stewart Sch Ind & Syst Engn, Atlanta, GA 30313 USA
Elwany, Alaa
Pan, Jing
论文数: 0引用数: 0
h-index: 0
机构:
Univ Iowa, Dept Stat & Actuarial Sci, Iowa City, IA 52242 USAGeorgia Inst Technol, Milton H Stewart Sch Ind & Syst Engn, Atlanta, GA 30313 USA
机构:
Georgia Inst Technol, H Milton Stewart Sch Ind & Syst Engn, Atlanta, GA 30332 USAGeorgia Inst Technol, H Milton Stewart Sch Ind & Syst Engn, Atlanta, GA 30332 USA
Elwany, Alaa H.
Gebraeel, Nagi Z.
论文数: 0引用数: 0
h-index: 0
机构:
Georgia Inst Technol, H Milton Stewart Sch Ind & Syst Engn, Atlanta, GA 30332 USAGeorgia Inst Technol, H Milton Stewart Sch Ind & Syst Engn, Atlanta, GA 30332 USA
机构:
Georgia Inst Technol, Milton H Stewart Sch Ind & Syst Engn, Atlanta, GA 30313 USAGeorgia Inst Technol, Milton H Stewart Sch Ind & Syst Engn, Atlanta, GA 30313 USA
Gebraeel, Nagi
Elwany, Alaa
论文数: 0引用数: 0
h-index: 0
机构:
Georgia Inst Technol, Milton H Stewart Sch Ind & Syst Engn, Atlanta, GA 30313 USAGeorgia Inst Technol, Milton H Stewart Sch Ind & Syst Engn, Atlanta, GA 30313 USA
Elwany, Alaa
Pan, Jing
论文数: 0引用数: 0
h-index: 0
机构:
Univ Iowa, Dept Stat & Actuarial Sci, Iowa City, IA 52242 USAGeorgia Inst Technol, Milton H Stewart Sch Ind & Syst Engn, Atlanta, GA 30313 USA