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Uncertainty Quantification of Microstructural Properties due to Experimental Variations

机译:实验变化引起的微观结构性能的不确定性定量

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Electron backscatter diffraction (EBSD) scans are an important experimental input for microstructure generation and homogenization. Multiple EBSD scans can be used to sample the uncertainty in orientation distribution function (ODF), both point-to-point within a specimen as well as across multiple specimens that originate from the same manufacturing process. However, microstructure analysis methods typically employ only the mean values of the ODF to predict properties and the stochastic information is lost. In this work, we develop analytical methods to account for the uncertainty in the EBSD data during property analysis. To this end, we develop a linear smoothing scheme in the Rodrigues fundamental region to compute the ODF from the EBSD data. The joint multivariate probability distributions of the ODF are then modeled using a Gaussian assumption. We also compute the uncertainty in engineering properties that are obtained by homogenization. We show that uncertainty in non-linear properties can be analytically obtained using direct transformation of random variables in the homogenization approach.
机译:电子反向散射衍射(EBSD)扫描是微观结构产生和均质化的重要实验输入。多个EBSD扫描可用于在定向分布函数(ODF)中的不确定性,样本内的点对点以及跨越相同制造过程的多个样本。然而,微结构分析方法通常仅使用ODF的平均值来预测属性,随机信息丢失。在这项工作中,我们开发分析方法,以在财产分析期间解释EBSD数据中的不确定性。为此,我们在Rodrigues基础区域中开发了一个线性平滑方案,以从EBSD数据计算ODF。然后使用高斯假设建模ODF的联合多变量概率分布。我们还计算通过均质化获得的工程性质中的不确定性。我们表明,可以在均质化方法中使用随机变量的直接转换来分析非线性特性的不确定性。

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