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Reliability modeling and evaluation of lifetime delayed degradation process with nondestructive testing
Li, Zan1,2; Wang, Fengming3; Wang, Chengjie1,2; Hu, Qingpei1,2; Yu, Dan1,2
2021-04-01
发表期刊RELIABILITY ENGINEERING & SYSTEM SAFETY
ISSN0951-8320
卷号208页码:11
摘要The sequential hard and soft failure mode, a typical failure phenomenon, involves degradation that starts after an initiation period. According to this situation, a random initiation effect is introduced to the normal degradation stage. Intuitively, a lifetime delayed degradation process (LDDP) provides a general framework for this typical complex failure mode. In the present study, general reliability inference approaches involving the joint likelihood function are developed for the LDDP with repeated measurements, according to the expectation maximization (EM) and stochastic EM algorithms, along with numerical simulations and practical application based on real data. Additionally, statistical inferences were obtained using a bootstrap method on the basis of parameter estimations. The proposed method was compared with the traditional two-step strategy under different sample sizes and inspection frequencies and exhibited enhanced performance.
关键词Degradation process Lifetime distribution Delayed degradation Crack initiation Crack growth
DOI10.1016/j.ress.2020.107358
收录类别SCI
语种英语
资助项目National Key Technologies R&D Program of China[2018YFB0704304] ; National Center for Mathematics and Interdisciplinary Sciences ; China Institute of Marine Technology and Economy[2019A128] ; Key Laboratory of Systems and Control (CAS)
WOS研究方向Engineering ; Operations Research & Management Science
WOS类目Engineering, Industrial ; Operations Research & Management Science
WOS记录号WOS:000613176700010
出版者ELSEVIER SCI LTD
引用统计
文献类型期刊论文
条目标识符http://ir.amss.ac.cn/handle/2S8OKBNM/58240
专题中国科学院数学与系统科学研究院
通讯作者Hu, Qingpei
作者单位1.Chinese Acad Sci, Acad Math & Syst Sci, Beijing, Peoples R China
2.Univ Chinese Acad Sci, Sch Math Sci, Beijing, Peoples R China
3.Chinese Acad Sci, Inst Engn Thermophys, Beijing, Peoples R China
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Li, Zan,Wang, Fengming,Wang, Chengjie,et al. Reliability modeling and evaluation of lifetime delayed degradation process with nondestructive testing[J]. RELIABILITY ENGINEERING & SYSTEM SAFETY,2021,208:11.
APA Li, Zan,Wang, Fengming,Wang, Chengjie,Hu, Qingpei,&Yu, Dan.(2021).Reliability modeling and evaluation of lifetime delayed degradation process with nondestructive testing.RELIABILITY ENGINEERING & SYSTEM SAFETY,208,11.
MLA Li, Zan,et al."Reliability modeling and evaluation of lifetime delayed degradation process with nondestructive testing".RELIABILITY ENGINEERING & SYSTEM SAFETY 208(2021):11.
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