An efficient physics-based model order reduction for geometrically nonlinear solid mechanics

IF 3.5 3区 工程技术 Q1 MATHEMATICS, APPLIED Finite Elements in Analysis and Design Pub Date : 2025-04-18 DOI:10.1016/j.finel.2025.104351
Phani Ram Babbepalli, Joris J.C. Remmers, Olaf van der Sluis
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Abstract

Model order reduction simplifies detailed and complex Finite Element (FE) models by solving a reduced set of equations, typically through projection methods. This work proposes a physics-based model order reduction technique that circumvents the need for training data to solve quasi-static geometrically non-linear solid mechanics utilizing the concept of modal derivatives. This method comprises two key components. Firstly, the modified Gram–Schmidt process is incorporated to ensure an orthogonal projection in the reduction procedure. Secondly, a greedy selection algorithm that constructs the projection function with the most significant modal derivatives. This proposed method is applied to various test cases, showcasing its validity and efficacy in diverse scenarios.
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几何非线性固体力学中一种有效的基于物理的模型降阶方法
模型阶数约简通过求解一组简化方程,通常通过投影方法简化详细而复杂的有限元模型。这项工作提出了一种基于物理的模型降阶技术,该技术可以利用模态导数的概念来解决准静态几何非线性固体力学问题,从而避免了对训练数据的需求。这种方法包括两个关键部分。首先,引入改进的Gram-Schmidt过程,保证了约简过程中的正交投影;其次,利用最显著模态导数构造投影函数的贪心选择算法。将该方法应用于不同的测试用例,验证了该方法在不同场景下的有效性。
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来源期刊
CiteScore
4.80
自引率
3.20%
发文量
92
审稿时长
27 days
期刊介绍: The aim of this journal is to provide ideas and information involving the use of the finite element method and its variants, both in scientific inquiry and in professional practice. The scope is intentionally broad, encompassing use of the finite element method in engineering as well as the pure and applied sciences. The emphasis of the journal will be the development and use of numerical procedures to solve practical problems, although contributions relating to the mathematical and theoretical foundations and computer implementation of numerical methods are likewise welcomed. Review articles presenting unbiased and comprehensive reviews of state-of-the-art topics will also be accommodated.
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