A failure mechanism consistency test method for accelerated degradation test

被引:8
作者
Zhai, Guofu [1 ]
Zheng, Bokai [1 ]
Ye, Xuerong [1 ]
Si, Shuang [1 ]
Zio, Enrico [2 ,3 ,4 ,5 ]
机构
[1] Harbin Inst Technol, Sch Elect Engn & Automat, Harbin, Peoples R China
[2] Polytech Univ Milan, Energy Dept, Milan, Italy
[3] PSL Res Univ, CRC, Mines ParisTech, Paris, France
[4] Aramis Srl, Milan, Italy
[5] Kyung Hee Univ, Coll Engn, Dept Nucl Engn, Seoul, South Korea
基金
中国国家自然科学基金;
关键词
accelerated degradation test; failure mechanism consistency test; individual differences; likelihood ratio test; Wiener process; LIKELIHOOD RATIO TEST; WHITE-LIGHT LEDS; LIFE PREDICTION; WIENER PROCESS; OPTIMAL-DESIGN; BEHAVIOR;
D O I
10.1002/qre.2744
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Accelerated degradation test (ADT) is generally used to accelerate degradation processes in products to estimate their lifespan and to assess their reliability in a short period of time. How to perform the failure mechanism consistency test is crucial in the application of the ADT method. Existing failure mechanism consistency test methods assume that degradation rates among individual products are the same. However, these methods do not take degradation dispersions caused by manufacturing technologies into consideration. To address this issue, a failure mechanism consistency test method for ADT based on the activation energy invariant method and the likelihood ratio test is proposed. First, a degradation modeling method for ADT is introduced. Then, the logarithmic maximum likelihood function values of the degradation models are estimated based on the two-step maximum likelihood estimation (MLE) method. Finally, the decision rule is proposed based on the likelihood ratio test. The method mentioned above is, then, used on the real degradation data of carbon-film resistors and bullet O-rings, and its effectiveness is verified. Furthermore, based on the failure mechanism change point in RTV5370 siloxane rubbers, the simulated degradation data are degenerated to compare the proposed method with the method not considering individual differences in different ADT programs and degradation dispersions.
引用
收藏
页码:464 / 483
页数:20
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