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ANALYSIS AND VALIDATION OF WILKS NONPARAMETRIC UNCERTAINTY METHOD FOR BEST-ESTIMATE CALCULATIONS IN NUCLEAR SAFETY

机译:威尔克斯非参数不确定性方法的分析与验证核安全性最佳估算计算

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Traditional safety analysis of nuclear power plants is usually performed by conservative methods. However, conservative methods bring some problems, for instance, the calculation results deviate much from the true physical process, and the results are uncertain to be fully conservative. In 1988, Nuclear regulatory commission (NRC) amended the Emergency Core Cooling System (ECCS) licensing rules contained in 10CFR50.46 to permit Best-Estimate Plus Uncertainty (BEPU) analysis as an alternative of conservative methods in nuclear safety analysis. Best-estimate codes are used to perform more realistic calculations, and uncertainty quantitative analysis is required as a necessary complement of best-estimate calculation. To support the revised ECCS regulation, the Code Scaling, Applicability and Uncertainty (CSAU) methodology was developed by NRC as a basic framework of uncertainty analysis. In the original CSAU methodology, response surface method is applied to perform uncertainty quantitative calculations, however, constructing appropriate response surface takes demanding computation costs. Recently, Wilks nonparametric statistical method is widely used in nuclear industry for uncertainty quantification due to its simplicity and efficiency. However, the accuracy and stability of the confidence results using Wilks method is still controversial in actual applications. In this paper, Wilks nonparametric uncertainty method was studied through statistical theory, and then applied in the uncertainty analysis of loss of flow accident for a simple pressurized water reactor. The best-estimate code RELAP5/MOD3.4 was employed to build a model of the simple nuclear plant and carry out uncertainty calculations. In order to improve the calculation efficiency, the thermal-hydraulic code RELAP5 and the statistical code DAKOTA were bridged to perform integrated uncertainty propagating calculations, including input uncertain parametric sampling, multiple executions of code runs in batches and data extraction after calculations. And the BEPU analysis of loss of flow accident was demonstrated through the integrated uncertainty calculating platform. Thereafter, the output database of the figure of merit (Peak Cladding Temperature, PCT) was obtained for uncertainty evaluation. The statistical distribution of PCT results was fitted and its 95% quantile value was given as the reference point. Moreover, the probability density distribution and the corresponding mean and variance values of the 95/95 results of PCT using Wilks uncertainty method at different orders were presented. Thus, the accuracy and stability of the confidence results using Wilks method at different orders was analyzed and validated. The results indicate that, with the increasing of the order, the 95/95 PCT results using Wilks uncertainty method become more accurate with less conservative degree, and also become more stable with smaller dispersal degree, which is agreeable with Wallis' theoretical analysis. Therefore, as the computing resources permit, Wilks method at higher order is suggested to be used to carry out uncertainty quantification so as to achieve the confidence results with enough accuracy and stability. Our study will provide some theoretical statistic basis and applicable guidance for best-estimate nuclear safety analysis.
机译:通常通过保守方法进行核电厂的传统安全分析。然而,保守方法带来了一些问题,例如,计算结果偏离真实物理过程,结果不确定是完全保守的。 1988年,核监管委员会(NRC)修订了10CFR50.46中所载的紧急核心冷却系统(ECC)许可规则,以允许最佳估算和不确定性(BEPU)分析作为核安全分析中保守方法的替代方案。最佳估计代码用于执行更现实的计算,并且需要不确定性定量分析作为最佳估计计算的必要补充。为了支持修订的ECCS规则,NRC开发了代码扩展,适用性和不确定性(CSAU)方法作为不确定性分析的基本框架。在原始CSAU方法中,应用响应面方法以执行不确定性定量计算,然而,构建适当的响应表面需要需要苛刻的计算成本。最近,由于其简单性和效率,Wilk非参数统计方法广泛用于核工业中的不确定性量化。然而,使用Wilk方法的置信度结果的准确性和稳定性在实际应用中仍存在争议。本文通过统计理论研究了Wilk非参数不确定方法,然后应用了简单加压水反应器的流动事故损失的不确定度分析。采用最佳估计代码RELAP5 / MOD3.4来构建简单核电站的模型,并进行不确定性计算。为了提高计算效率,所述热工水力代码RELAP5和统计代码DAKOTA进行桥接以执行集成的不确定性传播计算,包括输入不确定参数采样,分批代码运行的多个执行和计算后数据提取。通过综合的不确定性计算平台证明了对流动事故丧失的BEPU分析。此后,获得了优异图(峰包层温度,PCT)的输出数据库以进行不确定性评估。拟合PCT结果的统计分布,其95%量值值作为参考点给出。此外,介绍了在不同订单中使用Wilks不确定方法的PCT的95/95结果的概率密度分布和PCT的结果的相应平均值值。因此,分析并验证了在不同订单下使用Wilk方法的置信度结果的准确性和稳定性。结果表明,随着订单的增加,使用Wilk的95/95 PCT结果不确定方法具有更低的保守度变得更加准确,并且具有更小的分散度,这与Wallis的理论分析令人愉快。因此,作为计算资源许可,建议使用较高顺序的Wilk方法来执行不确定性量化,以便实现足够的精度和稳定性的置信能力。我们的研究将为最佳估计核安全分析提供一些理论统计依据和适用的指导。

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