Parallel two-scale finite element implementation of a system with varying microstructure

Q1 Mathematics GAMM Mitteilungen Pub Date : 2024-10-20 DOI:10.1002/gamm.202470005
Omar Lakkis, Adrian Muntean, Omar Richardson, Chandrasekhar Venkataraman
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Abstract

We propose a two-scale finite element method designed for heterogeneous microstructures. Our approach exploits domain diffeomorphisms between the microscopic structures to gain computational efficiency. By using a conveniently constructed pullback operator, we are able to model the different microscopic domains as macroscopically dependent deformations of a reference domain. This allows for a relatively simple finite element framework to approximate the underlying system of partial differential equations with a parallel computational structure. We apply this technique to a model problem where we focus on transport in plant tissues. We illustrate the accuracy of the implementation with convergence benchmarks and show satisfactory parallelization speed-ups. We further highlight the effect of the heterogeneous microscopic structure on the output of the two-scale systems. Our implementation (publicly available on GitHub) builds on the deal.II FEM library. Application of this technique allows for an increased capacity of microscopic detail in multiscale modeling, while keeping running costs manageable.

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对具有不同微观结构的系统进行并行双尺度有限元计算
我们提出了一种专为异质微结构设计的双尺度有限元方法。我们的方法利用微观结构之间的畴差同构来提高计算效率。通过使用方便构建的回拉算子,我们能够将不同的微观域建模为参考域的宏观依赖变形。这使得我们可以使用相对简单的有限元框架,通过并行计算结构来逼近底层偏微分方程系统。我们将这一技术应用于一个模型问题,重点研究植物组织中的传输问题。我们用收敛基准说明了实施的准确性,并展示了令人满意的并行化速度提升。我们进一步强调了异质微观结构对双尺度系统输出的影响。我们的实现(可在 GitHub 上公开获取)基于 deal.II FEM 库。应用该技术可以提高多尺度建模的微观细节能力,同时保持运行成本可控。
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来源期刊
GAMM Mitteilungen
GAMM Mitteilungen Mathematics-Applied Mathematics
CiteScore
8.80
自引率
0.00%
发文量
23
期刊最新文献
Issue Information Regularizations of forward-backward parabolic PDEs Parallel two-scale finite element implementation of a system with varying microstructure Issue Information Low Mach number limit of a diffuse interface model for two-phase flows of compressible viscous fluids
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