Remaining useful life evaluation for accelerated Wiener degradation process model with mixed random effects and measurement errors

被引:8
|
作者
Duan, Fengjun [1 ,4 ]
Wang, Guanjun [2 ]
Wei, Wanmeng [2 ]
Jiang, Mingye [3 ]
机构
[1] Nanjing Univ Finance & Econ, Sch Econ, Nanjing, Peoples R China
[2] Southeast Univ, Sch Math, Nanjing, Peoples R China
[3] Shanghai Maritime Univ, Inst Logist Sci & Engn, Shanghai, Peoples R China
[4] 3 Wenyuan Rd,Xianlin St, Nanjing 210023, Peoples R China
基金
中国国家自然科学基金;
关键词
accelerated stress; mixed random effects; measurement errors; remaining useful life; Wiener process; GAMMA PROCESS; PREDICTION; TESTS; RULE;
D O I
10.1002/qre.3296
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This paper evaluates the remaining useful life (RUL) for the accelerated Wiener process with mixed random effects and measurement errors. In the discussed model, the random effects are included in both the drift and diffusion parameters of the Wiener process to model the heterogeneity among different degradation paths of products. The measurement errors are introduced to describe the inaccuracy during the measurement process. The effect of the accelerated stress level is included in the drift parameter. The expectation-maximization (EM) algorithm is applied to obtain the estimation of the model parameters. The expressions of the probability density functions (PDFs) and cumulative distribution functions (CDFs) of the lifetime and RUL distributions of products under the normal usage stress level are derived theoretically. Finally, an example of stress relaxation data is used to illustrate the effectiveness of the developed model and method.
引用
收藏
页码:1334 / 1351
页数:18
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