Planning of step-stress accelerated degradation test based on non-stationary gamma process with random effects

被引:22
|
作者
Duan, Fengjun [1 ]
Wang, Guanjun [2 ]
机构
[1] Nanjing Univ Finance & Econ, Sch Econ, Nanjing 210023, Jiangsu, Peoples R China
[2] Southeast Univ, Sch Math, Nanjing 210096, Jiangsu, Peoples R China
基金
中国国家自然科学基金;
关键词
Non-stationary gamma process; Cumulative exposure (CE) model; Random effect; Expectation maximization (EM) algorithm; Step-stress accelerated degradation test (SSADT); INVERSE GAUSSIAN PROCESS; OPTIMAL-DESIGN; LIKELIHOOD-ESTIMATION; PROCESS MODEL;
D O I
10.1016/j.cie.2018.09.003
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper discusses the design problem of the step-stress accelerated degradation test (SSADT) based on the non-stationary gamma process with random effects. The cumulative exposure (CE) model is used to link the degradation paths of the SSADT under different stress levels. The expectation maximization (EM) algorithm is applied to estimate the model parameters. The purpose is to design an optimal experiment plan by minimizing the asymptotic variance of the estimated reliability of the product at a predesigned mission time of interest. Under the budget and boundary constraints, the design variables such as sample size, the measurement frequency at each stress level, and the number of measurements at each stress level are obtained. In the end, an example about the light emitting diode (LED) chip is used to illustrate the proposed model.
引用
收藏
页码:467 / 479
页数:13
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