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基于威克斯公式的最佳估计加不确定性方法的序贯统计法数值实验。

Numerical experiments on order statistics method based on Wilks' formula for best-estimate plus uncertainty methodology.

机构信息

Department of Safety Engineering, Incheon National University, 119 Academy-ro, Yeonsu-gu, Incheon 22012, Republic of Korea.

Department of Safety Engineering, Incheon National University, 119 Academy-ro, Yeonsu-gu, Incheon 22012, Republic of Korea.

出版信息

J Environ Manage. 2019 Apr 1;235:28-33. doi: 10.1016/j.jenvman.2019.01.050. Epub 2019 Jan 19.

Abstract

The best-estimate plus uncertainty method has been widely used in safety analysis for nuclear power plants. In this method, it is very important to have a sound uncertainty propagation method which should model the propagation of both epistemic and aleatory uncertainties and provide clear interpretation of the result. A typical example of such methods for nuclear application is the order statistics method based on Wilks' formula. This method requires practically small number of simulations to obtain the desired tolerance limit and the number is independent of the number of uncertainty parameters. In addition, since the method is based on non-parametric statistics, the conclusions drawn by the method should have distribution-free characteristics. This study aims at assessing the characteristics of the order statistics method based on Wilks' formula by means of numerical experiments and focuses on one-sided test which is typically used for safety evaluation. The distribution-free characteristics have been assessed by using 21 trial distributions and fully random samples out of all trial distributions. The effect of the order of Wilks' formula on the estimated tolerance limit is investigated by examining the characteristics of the results from various orders. The analysis results clearly confirm the order-free and distribution-free characteristics of the tolerance limit estimated by the order statics method based on Wilks' formula. In addition, it is found that the application of higher-order Wilks' formula is recommended in order to achieve less conservative and sensitive tolerance limit.

摘要

最佳估计加不确定性方法已广泛应用于核电站的安全分析。在这种方法中,拥有一种可靠的不确定性传播方法非常重要,该方法应能够对认知不确定性和随机不确定性进行建模,并对结果进行清晰的解释。针对核应用的此类方法的一个典型示例是基于威尔克斯公式的排序统计方法。该方法需要实际进行少量的模拟即可获得所需的容忍限,并且该数量与不确定性参数的数量无关。此外,由于该方法基于非参数统计,因此该方法得出的结论应具有无分布特征。本研究旨在通过数值实验评估基于威尔克斯公式的排序统计方法的特性,并重点关注通常用于安全评估的单边检验。通过使用 21 种试验分布和所有试验分布中的完全随机样本,评估了无分布特征。通过检查来自不同顺序的结果的特征,研究了威尔克斯公式的顺序对估计容忍限的影响。分析结果清楚地证实了基于威尔克斯公式的排序统计方法估计的容忍限的无顺序和无分布特征。此外,发现为了实现不那么保守和敏感的容忍限,推荐应用更高阶的威尔克斯公式。

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