Reliability analysis of degrading systems based on time-varying copula

被引:7
|
作者
Yang, Chengqiang [1 ]
Gu, Xiaohui [1 ]
Zhao, Fangchao [1 ,2 ]
机构
[1] Nanjing Univ Sci & Technol, Sch Mech Engn, Nanjing, Jiangsu, Peoples R China
[2] China North Ind 59th Res Inst, Chongqing, Peoples R China
关键词
Reliability analysis; Accelerated degradation test; Multiple degradation processes; Time -vary copula; DEGRADATION DATA; MODEL; INFERENCE; DESIGN;
D O I
10.1016/j.microrel.2022.114628
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Modern engineering products usually have complex structures and different functions, which means that products may have multiple degradation failure mechanisms. At present, the study of multivariate degradation reliability is mostly limited to copula function with constant parameters. For high-reliability products with multiple degradation processes, a bivariate accelerated degradation reliability estimation method based on time -varying copula is proposed. For accelerated degradation data, the marginal degradation model is constructed by using the nonlinear Wiener process with random effect, and the influence of environmental covariates is considered in combination with the acceleration model. The joint-dependence structure between two degrada-tion processes is described by time-varying copula. A Simulation study validates this approach and the conse-quences of model misspecification are evaluated too. Furthermore, a real-world example is presented to demonstrate the effectiveness of the method. The results show that this method has some advantages over the existing methods.
引用
收藏
页数:12
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