DocumentCode :
948948
Title :
Analysis of grouped and censored data from step-stress life test
Author :
Xiong, Chengjie ; Ji, Ming
Author_Institution :
Div. of Biostat., Washington Univ., St. Louis, MO, USA
Volume :
53
Issue :
1
fYear :
2004
fDate :
3/1/2004 12:00:00 AM
Firstpage :
22
Lastpage :
28
Abstract :
This paper studies statistical analysis of grouped and censored data obtained from a step-stress accelerated life test. We assume that the stress change times in the step-stress life test are fixed and the lifetimes observed are type I censored. Maximum likelihood estimates and asymptotic confidence intervals for model parameters are obtained. We provide an asymptotic statistical test for the cumulative exposure model based on the grouped and type I censored data. We also present the optimum test plan for a simple step-stress test when the lifetime under constant stress is assumed exponential. Finally we give an application of our methods by applying our analysis process to a real life data set. The proposed statistical methodology is especially useful when intermittent inspection is the only feasible way of checking the status of test units during a step-stress test.
Keywords :
exponential distribution; life testing; maximum likelihood estimation; statistical analysis; Fisher information; asymptotic confidence intervals; asymptotic statistical test; asymptotic variance; censored data analysis; cumulative exposure model; exponential distribution; grouped data analysis; maximum likelihood estimates; optimum test plan; statistical analysis; statistical method; step-stress accelerated life test; Degradation; Distribution functions; Exponential distribution; Helium; Inspection; Life estimation; Life testing; Maximum likelihood estimation; Statistical analysis; Stress;
fLanguage :
English
Journal_Title :
Reliability, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9529
Type :
jour
DOI :
10.1109/TR.2004.824832
Filename :
1282158
Link To Document :
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