有限元法
反问题
正规化(语言学)
模数
数学
边值问题
数学分析
反向
线弹性
弹性(物理)
应用数学
杨氏模量
算法
计算机科学
几何学
材料科学
物理
人工智能
复合材料
热力学
作者
Tian Xu,Zhen Wang,Yingda Hu,Shilun Du,Aimin Du,Zhenyang Yu,Yong Lei
标识
DOI:10.1016/j.ijmecsci.2022.107797
摘要
Simultaneously identifying unknown Young's modulus and boundary conditions of a linear elastic material with the measurements only on a part of its boundary is an inverse problem, which is usually solved by iterative methods in most studies. In this paper, we present a direct inverse method based on the finite element method (FEM) to recover these unknown parameters without iteration. A novel energy-like regularization term is developed to ensure the convergence of the estimated parameters with noisy input. In order to increase the accuracy of estimation, a novel regularization coefficient and its related preprocessing steps are designed based on the Morozov's discrepancy principle to obtain the optimal regularization parameter, which is independent to the observation noise. In numerical experiments, several three-dimensional objects with different shapes and distribution of observed and unknown regions were used to verify the proposed method under different observation noises. Physical experiments were also conducted on a silicone phantom. The results of both numerical and physical experiments successfully recovered the Young's modulus and displacement boundary conditions with expected accuracies close to their corresponding observation noise levels.
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