基于投影的线性热弹性迭代方案降阶建模

IF 1.4 Q2 MATHEMATICS, APPLIED Results in Applied Mathematics Pub Date : 2024-01-05 DOI:10.1016/j.rinam.2023.100430
Francesco Ballarin , Sanghyun Lee , Son-Young Yi
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引用次数: 0

摘要

本文探讨了一种解决线性热致弹性问题的迭代方法,并在基于投影的减阶模型训练过程中,将其应用为利用有限元的高保真离散方法。解决多物理场耦合问题的主要挑战之一是所涉及的复杂性和计算费用。在本研究中,我们引入了一种解耦迭代求解方法,并将其与减阶建模相结合,旨在提高计算算法的效率。我们采用的迭代技术建立在已确立的固定应力分割方案基础上,该方案已被广泛用于研究 Biot 的孔弹性。通过利用这种耦合迭代方案得出的解,减阶模型采用了额外的 Galerkin 投影,投影到由通过适当正交分解获得的少量模态形成的减阶基空间上。通过数值实验证明了所提算法的有效性,展示了其强大的计算能力。
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Projection-based reduced order modeling of an iterative scheme for linear thermo-poroelasticity

This paper explores an iterative approach to solve linear thermo-poroelasticity problems, with its application as a high-fidelity discretization utilizing finite elements during the training of projection-based reduced order models. One of the main challenges in addressing coupled multi-physics problems is the complexity and computational expenses involved. In this study, we introduce a decoupled iterative solution approach, integrated with reduced order modeling, aimed at augmenting the efficiency of the computational algorithm. The iterative technique we employ builds upon the established fixed-stress splitting scheme that has been extensively investigated for Biot’s poroelasticity. By leveraging solutions derived from this coupled iterative scheme, the reduced order model employs an additional Galerkin projection onto a reduced basis space formed by a small number of modes obtained through proper orthogonal decomposition. The effectiveness of the proposed algorithm is demonstrated through numerical experiments, showcasing its computational prowess.

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来源期刊
Results in Applied Mathematics
Results in Applied Mathematics Mathematics-Applied Mathematics
CiteScore
3.20
自引率
10.00%
发文量
50
审稿时长
23 days
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