分析解作为多物理模型验证和验证的工具

IF 0.5 Q4 ENGINEERING, MECHANICAL Journal of Verification, Validation and Uncertainty Quantification Pub Date : 2019-05-15 DOI:10.2172/1542799
I. Tregillis
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引用次数: 5

摘要

计算物理学家通常面临的任务是解决复杂的、集成的多物理数值模拟的预测与相应的实验数据集之间的差异。这种努力通常需要缓慢的迭代过程。然而,在感兴趣的多物理系统允许闭合形式解析解的情况下,可以使用不同的方法。在这种情况下,模糊性很容易被分解为理论-模拟比较(验证问题)和理论-数据比较(验证的问题)的单独考虑。我们通过将该方法应用于洛斯阿拉莫斯国家实验室正在开发的基于流体不稳定性的喷出物源模型的具体示例,并在洛斯阿拉莫斯连续体力学代码flag中实现,来证明该方法。该形式主义是在正向意义上进行的(即从源到测量),使我们能够纯粹分析地计算特定类别爆炸驱动金属试片实验的时间相关压电喷出物质量测量值。我们结合了相关实验参数的已发表测量不确定性,以估计这些分析预测的时间相关不确定性。这促使我们引入了“相容性得分”指标,这是我们对RMI进行定量分析的主要工具 + SSVD模型。最后,基于边界条件的考虑,我们对模型进行了修改,大大改进了模型的预测。
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Analytic Solutions as a Tool for Verification and Validation of a Multiphysics Model
Computational physicists are commonly faced with the task of resolving discrepancies between the predictions of a complex, integrated multiphysics numerical simulation, and corresponding experimental datasets. Such efforts commonly require a slow iterative procedure. However, a different approach is available in casesx where the multiphysics system of interest admits closed-form analytic solutions. In this situation, the ambiguity is conveniently broken into separate consideration of theory–simulation comparisons (issues of verification) and theory–data comparisons (issues of validation). We demonstrate this methodology via application to the specific example of a fluid-instability-based ejecta source model under development at Los Alamos National Laboratory and implemented in flag, a Los Alamos continuum mechanics code. The formalism is conducted in the forward sense (i.e., from source to measurement) and enables us to compute, purely analytically, time-dependent piezoelectric ejecta mass measurements for a specific class of explosively driven metal coupon experiments. We incorporate published measurement uncertainties on relevant experimental parameters to estimate a time-dependent uncertainty on these analytic predictions. This motivates the introduction of a “compatibility score” metric, our primary tool for quantitative analysis of the RMI + SSVD model. Finally, we derive a modification to the model, based on boundary condition considerations, that substantially improves its predictions.
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来源期刊
CiteScore
1.60
自引率
16.70%
发文量
12
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