Reliability Analysis for Electronic Devices Using Generalized Exponential Distribution

被引:20
作者
Ali, Sajid [1 ]
Ali, Shafaqat [1 ]
Shah, Ismail [1 ]
Siddiqui, Ghazanfar Farooq [2 ]
Saba, Tanzila [3 ]
Rehman, Amjad [3 ]
机构
[1] Quaid I Azam Univ, Dept Stat, Islamabad 45320, Pakistan
[2] Quaid I Azam Univ, Dept Comp Sci, Islamabad 45320, Pakistan
[3] Prince Sultan Univ, CCIS, Artificial Intelligence & Data Analyt Lab, Riyadh 11586, Saudi Arabia
关键词
Electronic devices; beta generalized exponential distribution; Bayesian analysis; generalized exponential distribution; inverse power law; sensitivity analysis; reliability data analysis; voltage; SYSTEMS;
D O I
10.1109/ACCESS.2020.3000951
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Electronic devices are integral part of our life and modeling their lifetime is the most challenging and interesting field in reliability analysis. To investigate the failure behavior of electronic devices reliability analysis is commonly used. In the literature, however, it is reported that one in five electronic device failure is a result of corrosion and to save electricity and predict future failures, it is important to summarize the data by some flexible probability models. This will not only help the electronic companies, but also the users by providing them information about the maximum voltage level that a particular device can bear. This article deals with the reliability analysis of electronic devices under different voltages assuming modified generalized exponential distribution and beta generalized exponential distribution using the inverse power law rule. The parameters of the modified distribution are estimated assuming Bayesian inference to include prior information. Sensitivity of hyperparameters and selection of an appropriate probability model is also a part of this study.
引用
收藏
页码:108629 / 108644
页数:16
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