SUPG-Based Finite Element Method for Direct Material Property Determination Utilizing Full-Field Deformation Measurements

Sreehari Rajan Kattil, Yuri Bazilevs, Michael A. Sutton, S. Sockalingam, Karan Kodagali, Tusit Weerasooriya, S. Alexander
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Abstract

A direct approach is developed using Streamline Upwind Petrov Galerkin (SUPG) concepts to determine the spatially varying property distribution in a nominally heterogenous material. The approach is based on successful development of a SUPG-stabilized inverse finite element approach to solve the differential equations of equilibrium in terms of material properties, resulting in a matrix form [A] {E} = {R}, where [A] is a known function of measured axial strains (e.g., from StereoDIC) and axial positions, {R} is a known function of axial body forces, applied loads and reactions, and {E} is a vector of unknown material properties at discrete axial locations. Theoretical and computational developments for the SUPG-stabilized approach are described in detail for one-dimensional applications (e.g., heterogeneous tensile/compression specimens, tensile/compressive surfaces of beams). Property predictions using the SUPG method with analytic strains and additive Gaussian noise are shown to be in excellent agreement with known property values, whereas predictions using the classical Bubnov-Galerkin method exhibit large, spurious oscillations in the predicted material properties. To demonstrate the methodology using experimental measurements, a 3D printed heterogeneous tensile specimen with independently measured material properties is tested and full-field strains measured at several load levels. Results confirm that SUPG finite element property predictions are in very good agreement with independently determined values at each load level along the specimen length, providing confidence that the SUPG FE analysis framework developed in this work is stable and extendable to multiple dimensions.
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利用全场变形测量直接确定材料特性的基于 SUPG 的有限元方法
利用流线型上风彼得罗夫-伽勒金(SUPG)概念开发了一种直接方法,用于确定名义异质材料中的空间变化属性分布。该方法基于成功开发的 SUPG 稳定反向有限元方法,以求解材料属性的平衡微分方程,得出矩阵形式 [A] {E} = {R},其中 [A] 是测量的轴向应变(例如,来自 StereoDIC)和轴向位置的已知函数,{R} 是轴向体力、外加载荷和反作用力的已知函数,{E} 是离散轴向位置的未知材料属性向量。针对一维应用(如异质拉伸/压缩试样、梁的拉伸/压缩表面),详细介绍了 SUPG 稳定方法的理论和计算发展。使用带有分析应变和加性高斯噪声的 SUPG 方法进行的属性预测与已知属性值非常吻合,而使用经典 Bubnov-Galerkin 方法进行的预测则会在预测的材料属性中出现较大的假振荡。为了利用实验测量来演示该方法,我们测试了一个具有独立测量的材料属性的 3D 打印异质拉伸试样,并在几个载荷水平下测量了全场应变。结果证实,SUPG 有限元特性预测与沿试样长度方向在每个载荷水平上独立测定的值非常吻合,从而使人确信这项工作中开发的 SUPG 有限元分析框架是稳定的,并可扩展到多个维度。
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