The Evaluation Method for Step-Down-Stress Accelerated Degradation Testing Based on Inverse Gaussian Process | |
Haixia, K.1; Kongyuan, W.2 | |
刊名 | IEEE ACCESS |
2021 | |
卷号 | 9页码:73194-73200 |
关键词 | Degradation Stress Mathematical model Testing Life estimation Reliability Licenses Evaluation method Inverse Gaussian process random effects reliability step-down-stress ADT |
ISSN号 | 2169-3536 |
DOI | 10.1109/ACCESS.2021.3079249 |
英文摘要 | In view of the disadvantage that traditional evaluation method of accelerated degradation testing (ADT) complex statistical analysis, in this paper, the randomness and monotonicity of the degradation path for products with high reliability and long lifetime are taken into consideration based on Inverse Gaussian (IG) process. The evaluation method of step-down-stress ADT as well as its reliability function are established based on IG process. At same time, both the simple IG process and IG process with random effects are considered, respectively. The maximum likelihood estimation method and Markov Chain Monte Carlo (MCMC) estimation method are presented to estimate the unknown parameters in the proposed degradation models, respectively. Finally, the proposed evaluation methods are demonstrated by the step-down-stress ADT data of a certain type of missile tank. The results show that the proposed evaluation method is reasonable and valid in this paper. In addition, compared with simple IG process model, IG process with random effects model has many superb properties when dealing with random effects of products in ADT. |
WOS研究方向 | Computer Science ; Engineering ; Telecommunications |
语种 | 英语 |
出版者 | IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC |
WOS记录号 | WOS:000672784900001 |
内容类型 | 期刊论文 |
源URL | [http://ir.lut.edu.cn/handle/2XXMBERH/148907] |
专题 | 兰州理工大学 |
作者单位 | 1.Lanzhou Jiaotong Univ, Sch Mech Engn, Lanzhou 730070, Peoples R China; 2.Lanzhou Univ Technol, Sch Mechatron Engn, Lanzhou 730050, Peoples R China |
推荐引用方式 GB/T 7714 | Haixia, K.,Kongyuan, W.. The Evaluation Method for Step-Down-Stress Accelerated Degradation Testing Based on Inverse Gaussian Process[J]. IEEE ACCESS,2021,9:73194-73200. |
APA | Haixia, K.,&Kongyuan, W..(2021).The Evaluation Method for Step-Down-Stress Accelerated Degradation Testing Based on Inverse Gaussian Process.IEEE ACCESS,9,73194-73200. |
MLA | Haixia, K.,et al."The Evaluation Method for Step-Down-Stress Accelerated Degradation Testing Based on Inverse Gaussian Process".IEEE ACCESS 9(2021):73194-73200. |
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