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Nonlinear material identification of heterogeneous isogeometric Kirchhoff-Love shells
arXiv - CS - Computational Engineering, Finance, and Science Pub Date : 2021-08-30 , DOI: arxiv-2108.13400 Bartosz Borzeszkowski, Izabela Lubowiecka, Roger A. Sauer
arXiv - CS - Computational Engineering, Finance, and Science Pub Date : 2021-08-30 , DOI: arxiv-2108.13400 Bartosz Borzeszkowski, Izabela Lubowiecka, Roger A. Sauer
This work presents a Finite Element Model Updating inverse methodology for
reconstructing heterogeneous material distributions based on an efficient
isogeometric shell formulation. It uses a nonlinear material model with a
hyperelastic incompressible Neo-Hookean membrane part and a Canham bending
part. The material distribution is discretized by linear elements such that the
nodal values are the design variables to be identified. Independent FE and
material discretization, as well as flexible incorporation of experimental
data, offer high robustness and control. Three elementary test cases, which
exhibit large deformations and different challenges, are considered: uniaxial
tension, pure bending, and sheet inflation. Experiment-like results are
generated from high-resolution simulations with the subsequent addition of up
to 4% noise. Local optimization based on the trust-region approach is used. The
results show that with a sufficient amount of experimental measurements, the
algorithm is capable to reconstruct material distributions with high precision
even in the presence of large noise. The proposed formulation is very general,
facilitating its extension to other material models and optimization
algorithms. For the latter, the analytically derived sensitivities are
provided.
中文翻译:
异质等几何 Kirchhoff-Love 壳的非线性材料识别
这项工作提出了一种有限元模型更新逆方法,用于基于有效的等几何壳公式重建异质材料分布。它使用具有超弹性不可压缩 Neo-Hookean 膜部件和 Canham 弯曲部件的非线性材料模型。材料分布由线性元素离散化,因此节点值是要识别的设计变量。独立的有限元和材料离散化,以及实验数据的灵活结合,提供了高度的鲁棒性和控制。考虑了表现出大变形和不同挑战的三个基本测试案例:单轴拉伸、纯弯曲和板材膨胀。类似实验的结果是从高分辨率模拟中产生的,随后添加了高达 4% 的噪声。使用基于信任区域方法的局部优化。结果表明,通过足够数量的实验测量,即使在存在大噪声的情况下,该算法也能够高精度地重建材料分布。所提出的公式非常通用,有助于将其扩展到其他材料模型和优化算法。对于后者,提供了分析得出的灵敏度。
更新日期:2021-08-31
中文翻译:
异质等几何 Kirchhoff-Love 壳的非线性材料识别
这项工作提出了一种有限元模型更新逆方法,用于基于有效的等几何壳公式重建异质材料分布。它使用具有超弹性不可压缩 Neo-Hookean 膜部件和 Canham 弯曲部件的非线性材料模型。材料分布由线性元素离散化,因此节点值是要识别的设计变量。独立的有限元和材料离散化,以及实验数据的灵活结合,提供了高度的鲁棒性和控制。考虑了表现出大变形和不同挑战的三个基本测试案例:单轴拉伸、纯弯曲和板材膨胀。类似实验的结果是从高分辨率模拟中产生的,随后添加了高达 4% 的噪声。使用基于信任区域方法的局部优化。结果表明,通过足够数量的实验测量,即使在存在大噪声的情况下,该算法也能够高精度地重建材料分布。所提出的公式非常通用,有助于将其扩展到其他材料模型和优化算法。对于后者,提供了分析得出的灵敏度。