A comparison of degradation and failure-time analysis methods for estimating a time-to-failure distribution

被引:13
作者
Lu, CJ
Meeker, WQ
Escobar, LA
机构
[1] IOWA STATE UNIV SCI & TECHNOL,DEPT STAT,AMES,IA 50011
[2] IOWA STATE UNIV SCI & TECHNOL,CTR NONDESTRUCT EVALUAT,AMES,IA 50011
[3] LOUISIANA STATE UNIV,DEPT EXPT STAT,BATON ROUGE,LA 70803
[4] NATL CHENG KUNG UNIV,DEPT STAT,TAINAN 70101,TAIWAN
关键词
first crossing time; life data analysis; measurement error; relative efficiency;
D O I
暂无
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
Degradation analysis can be used to assess reliability when few or even no failures are expected in a life test. In this paper, we use a simple but useful degradation model to compare degradation analysis and traditional failure-time analysis in terms of asymptotic efficiency. The comparisons consider a range of practical testing situations and provide insight into the trade-offs between these two methods of estimating the quantiles of the time-to-failure distribution. We investigate the effect that the number of inspections, the amount of measurement error, and the quantile of interest have on the asymptotic variances of the quantile estimators. Although measurement error can induce some loss of precision in degradation analysis, our comparisons show that, except in extreme cases, degradation analysis provides more precision than traditional failure-time analysis.
引用
收藏
页码:531 / 546
页数:16
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