Evaluation methods for estimation of Weibull parameters used in Monte Carlo simulations for safety analysis of pressure vessels

被引:4
|
作者
Wang, Bin [1 ]
Islam, Faisal [2 ]
Mair, Georg W. [3 ,4 ,5 ]
机构
[1] BAM Fed Inst Mat Res & Testing, Div 3 5 Focus Area Energy Gases, Containment Syst Dangerous Goods, Dept 3, Berlin, Germany
[2] Univ New South Wales, Sydney, NSW, Australia
[3] BAM Fed Inst Mat Res & Testing, Berlin, Germany
[4] Sect Pressure Receptacles Well Fuel Gas Storage S, Div 3-2, Berlin, Germany
[5] Dept 3 Containment Syst Dangerous Goods, Div 3 5 Focus Area Energy Gases, Berlin, Germany
关键词
Weibull distribution parameters; sample size; randomness; Monte Carlo simulation; safety assessment; RESIDUAL STRENGTH; BURST STRENGTH;
D O I
10.1515/mt-2020-0058
中图分类号
TB3 [工程材料学];
学科分类号
0805 ; 080502 ;
摘要
The test data for static burst strength and load cycle fatigue strength of pressure vessels can often be well described by Gaussian normal or Weibull distribution functions. There are various approaches which can be used to determine the parameters of the Weibull distribution function; however, the performance of these methods is uncertain. In this study, six methods are evaluated by using the criterion of OSL (observed significance level) from Anderson-Darling (AD) goodness of Fit (GoF), These are: a) the norm-log based method, b) least squares regression, c) weighted least squares regression, d) a linear approach based on good linear unbiased estimators, e) maximum likelihood estimation and f) method of moments estimation. In addition, various approaches of ranking function are considered. The results show that there are no outperforming methods which can be identified clearly, primarily due to the limitation of the small sample size of the test data used for Weibull analysis. This randomness resulting from the sampling is further investigated by using Monte Carlo simulations, concluding that the sample size of the experimental data is more crucial than the exact method used to derive Weibull parameters. Finally, a recommendation is made to consider the uncertainties of the limitations due to the small size for pressure vessel testing and also for general material testing.
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页码:379 / 385
页数:7
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