TY - JOUR
T1 - The copula-based method for statistical analysis of step-stress accelerated life test with dependent competing failure modes
AU - Zhou, Yicheng
AU - Lu, Zhenzhou
AU - Shi, Yan
AU - Cheng, Kai
N1 - Publisher Copyright:
© IMechE 2018.
PY - 2019/6/1
Y1 - 2019/6/1
N2 - Competing risk usually exists in engineering applications; thus, the study of the statistical inference of accelerated life testing with competing failure modes is of great significance. In this article, we address the statistical analysis of a step-stress accelerated life test in the presence of dependent competing failure modes. The dependence structure among distributions of lifetimes is constructed by copula function with unknown copula parameter. The parametric maximum likelihood estimation is developed to obtain the estimates of underlying parameters. The asymptotic standard errors and asymptotic confidence interval of estimates are also obtained by missing information principle. An extensive simulation study and a real data analysis are carried out to observe the performance of the proposed method. The results of the case studies show that our proposed method is valid and effective for the statistical analysis of step-stress accelerated life test with dependent competing failure modes.
AB - Competing risk usually exists in engineering applications; thus, the study of the statistical inference of accelerated life testing with competing failure modes is of great significance. In this article, we address the statistical analysis of a step-stress accelerated life test in the presence of dependent competing failure modes. The dependence structure among distributions of lifetimes is constructed by copula function with unknown copula parameter. The parametric maximum likelihood estimation is developed to obtain the estimates of underlying parameters. The asymptotic standard errors and asymptotic confidence interval of estimates are also obtained by missing information principle. An extensive simulation study and a real data analysis are carried out to observe the performance of the proposed method. The results of the case studies show that our proposed method is valid and effective for the statistical analysis of step-stress accelerated life test with dependent competing failure modes.
KW - copula
KW - dependent competing failure modes
KW - maximum likelihood estimation
KW - missing information principle
KW - Step-stress accelerated life test
UR - http://www.scopus.com/inward/record.url?scp=85052592922&partnerID=8YFLogxK
U2 - 10.1177/1748006X18793251
DO - 10.1177/1748006X18793251
M3 - 文章
AN - SCOPUS:85052592922
SN - 1748-006X
VL - 233
SP - 401
EP - 418
JO - Proceedings of the Institution of Mechanical Engineers, Part O: Journal of Risk and Reliability
JF - Proceedings of the Institution of Mechanical Engineers, Part O: Journal of Risk and Reliability
IS - 3
ER -