DocumentCode :
1510620
Title :
Approaches for reliability modeling of continuous-state devices
Author :
Zuo, Ming J. ; Jiang, Renyan ; Yam, Richard C M
Author_Institution :
Alberta Univ., Edmonton, Alta., Canada
Volume :
48
Issue :
1
fYear :
1999
fDate :
3/1/1999 12:00:00 AM
Firstpage :
9
Lastpage :
18
Abstract :
Three approaches for reliability modelling of continuous state devices are presented in this paper. One uses the random process to fit model parameters of a statistical distribution as functions of time. This approach allows the data set to be from any general distribution. The second approach uses the general path model to fit parameters of the model as functions of time. The relationship between the random process model and the general path model is illustrated. The third approach uses multiple linear regression to fit the distribution of lifetime directly. This approach has less restriction on the degradation data to be analyzed. All three approaches are illustrated with examples. Finally a mixture model is proposed which can be used to model both catastrophic failures and degradation failures. This mixture model also shows engineers how to design experiments to collect both hard failure data and soft failure data. Topics for further investigation in continuous device reliability modelling include further investigation of the mixture model, application of these models to practical situations, and using complex statistical distributions to fit degradation data
Keywords :
Weibull distribution; failure analysis; reliability theory; statistical analysis; catastrophic failures; continuous-state devices; degradation failures; experiment design; general path model; hard failure data; lifetime distribution; mixture model; multiple linear regression; random process model; reliability modelling; soft failure data; statistical distribution; Data analysis; Data engineering; Degradation; Design engineering; Linear regression; Probability; Random processes; Reliability engineering; Reliability theory; Statistical distributions;
fLanguage :
English
Journal_Title :
Reliability, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9529
Type :
jour
DOI :
10.1109/24.765922
Filename :
765922
Link To Document :
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