X-Ray Marching for the Computational Modeling of Tomographic Systems Applied to Materials Applications

J. Steuben, B. Graber, A. Iliopoulos, J. Michopoulos
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Abstract

X-ray tomography (XCT) and microtomography (uCT) are powerful experimental techniques for determining the internal structure of materials and objects. However, the physics governing these systems, particularly the myriad of complex interactions between X-rays and materials, lead to the frequent generation of spurious data “artifacts.” When these techniques are used to determine the quantitatively precise dimensions and morphology of defects and other features present in the objects under study, the presence of these artifacts is highly deleterious. A computational framework for simulating and studying tomographic processes, and the physical origins of such artifacts, may increase the overall utility of these techniques. This work presents the introduction, development, and demonstration of such a framework based on a ray-marching approach. A number of physics-driven and computationally-driven considerations guiding the development of this framework are discussed. A demonstration problem taken from prior literature is examined, and it is shown that even a basic implementation of this framework offers meaningful insight which can be used to improve quantitative measurements made using XCT. We conclude with remarks regarding the usage of this technique in a broader scope, and the work required to approach such tasks.
应用于材料应用的层析成像系统的计算建模的x射线行军
x射线断层扫描(XCT)和微断层扫描(uCT)是测定材料和物体内部结构的强大实验技术。然而,控制这些系统的物理学,特别是x射线和材料之间无数复杂的相互作用,导致频繁产生虚假数据“伪影”。当这些技术被用于定量地确定缺陷的精确尺寸和形态以及在研究对象中存在的其他特征时,这些工件的存在是高度有害的。用于模拟和研究层析成像过程的计算框架,以及此类工件的物理起源,可能会增加这些技术的整体效用。这项工作介绍了基于射线推进方法的这种框架的介绍、开发和演示。讨论了指导该框架发展的一些物理驱动和计算驱动的考虑。研究了先前文献中的一个演示问题,结果表明,即使是该框架的基本实现也提供了有意义的见解,可用于改进使用XCT进行的定量测量。最后,我们将讨论在更广泛的范围内使用这种技术,以及完成这种任务所需的工作。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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