A Bayesian reliability evaluation method with integrated accelerated degradation testing and field information

被引:88
|
作者
Wang, Lizhi [1 ]
Pan, Rong [2 ]
Li, Xiaoyang [1 ]
Jiang, Tongmin [1 ]
机构
[1] Beihang Univ, Sch Reliabil & Syst Engn, Beijing, Peoples R China
[2] Arizona State Univ, Ira A Fulton Sch Engn, Tempe, AZ 85287 USA
关键词
Degradation analysis; Information fusion model; Bayesian inference; Sensitivity analysis; TEST MODELS; LIFE TESTS;
D O I
10.1016/j.ress.2012.09.015
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Accelerated degradation testing (ADT) is a common approach in reliability prediction, especially for products with high reliability. However, oftentimes the laboratory condition of ADT is different from the field condition; thus, to predict field failure, one need to calibrate the prediction made by using ADT data. In this paper a Bayesian evaluation method is proposed to integrate the ADT data from laboratory with the failure data from field. Calibration factors are introduced to calibrate the difference between the lab and the field conditions so as to predict a product's actual field reliability more accurately. The information fusion and statistical inference procedure are carried out through a Bayesian approach and Markov chain Monte Carlo methods. The proposed method is demonstrated by two examples and the sensitivity analysis to prior distribution assumption. (C) 2012 Elsevier Ltd. All rights reserved.
引用
收藏
页码:38 / 47
页数:10
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