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Development of uncertainty-aware equation-of-state models: Application to copper

机译:发展不确定感知方程式的状态模型:应用于铜

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摘要

Sophisticated hydrodynamic codes are commonly used to understand and predict events relevant to natural and applied sciences. The degree to which these simulations reflect reality, however, is dependent on how well we understand the materials and underlying physics involved. These research communities need material models that communicate the uncertainty in the physical properties, which at their basest form comes from the uncertainty in the underlying experimental measurements. We have constructed a new framework for using both experimental measurements and the associated experimental uncertainties to build equation-of-state models that reflect not only current best measurements but also the accuracy of those measurements. This method had been used to construct an ensemble of equation-of-state models for copper that communicates the experimental uncertainties in the data through the equation-of-state model, which is available for application in any simulation metric of interest.
机译:复杂的流体动力学代码通常用于了解和预测与自然和应用科学相关的事件。然而,这些模拟反映现实的程度取决于我们了解材料和所涉及的潜在物理学的程度。这些研究社区需要材料模型,这些模型在物理性质中传达不确定性,其在其基本形式中来自潜在的实验测量中的不确定性。我们已经构建了一种新的框架,用于使用实验测量和相关的实验不确定性来构建状态的状态模型,这些模型不仅反映了当前最佳测量,而且还有这些测量的准确性。该方法已用于构造用于通过状态型号传送数据中的实验性不确定性的铜方程式的状态模型的集合,这可以在任何仿真度量中应用。

著录项

  • 来源
    《Journal of Applied Physics》 |2020年第18期|185902.1-185902.9|共9页
  • 作者单位

    Lawrence Livermore National Laboratory Livermore California 94550 USA;

    Lawrence Livermore National Laboratory Livermore California 94550 USA;

    Lawrence Livermore National Laboratory Livermore California 94550 USA;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);美国《生物学医学文摘》(MEDLINE);
  • 原文格式 PDF
  • 正文语种 eng
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