DocumentCode :
1366307
Title :
Estimation for the parameters in the step-up voltage test under the weibull power law model
Author :
Hirose, Hideo ; Tsuru, Kotaro ; Tsuboi, Toshihiro ; Okabe, Shigemitsu
Author_Institution :
Kyushu Inst. of Technol., Fukuoka, Japan
Volume :
16
Issue :
6
fYear :
2009
fDate :
12/1/2009 12:00:00 AM
Firstpage :
1755
Lastpage :
1760
Abstract :
In assessing the insulation withstand level of the electric power apparatus, the step-up test method is used. However, there are still many unknown matters regarding the treatment of the results. In this paper, we assume that the underlying probability distribution of failure time with a constant voltage level follows a Weibull distribution and that there is an inverse power law relationship between the mean lifetime and the imposed voltage, that is, the Weibull power law holds. Under such a condition, we investigate whether we can estimate the unknown parameters using the results obtained by the step-up test. In dealing with the step-up test data, we assume two models: the cumulative exposure model (CEM) and the independence model (IM). In parameter estimation, we use two methods: the maximum likelihood estimation (MLE) method and the method of least squares (LS). The estimates obtained by using the MLE have markedly smaller estimating errors than those by using the LS in both the models of the CEM and IM. While the MLE has a property of the consistency, the LS does not have it. In applying the CEM we can obtain the power law constant and the Weibull shape parameter simultaneously; however, in applying the IM, we cannot do that.
Keywords :
Weibull distribution; insulation testing; least mean squares methods; maximum likelihood estimation; power apparatus; Weibull distribution; Weibull power law model; cumulative exposure model; electric power apparatus; independence model; least square method; maximum likelihood estimation method; parameter estimation; probability distribution; step-up test method; Breakdown voltage; Dielectrics and electrical insulation; Insulation testing; Least squares approximation; Maximum likelihood estimation; Parameter estimation; Probability distribution; Shape; Stress; Weibull distribution; Step-up voltage test, cumulative exposure model, independence model, maximum likelihood estimation, method of least squares, Weibull power law;
fLanguage :
English
Journal_Title :
Dielectrics and Electrical Insulation, IEEE Transactions on
Publisher :
ieee
ISSN :
1070-9878
Type :
jour
DOI :
10.1109/TDEI.2009.5361599
Filename :
5361599
Link To Document :
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