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A localized reduced basis approach for unfitted domain methods on parameterized geometries

Margarita Chasapi, Pablo Antolín, Annalisa Buffa

2023Computer Methods in Applied Mechanics and Engineering13 citationsDOIOpen Access PDF

Abstract

This work introduces a reduced order modeling (ROM) framework for the solution of parameterized second-order linear elliptic partial differential equations formulated on unfitted geometries. The goal is to construct efficient projection-based ROMs, which rely on techniques such as the reduced basis method and discrete empirical interpolation. The presence of geometrical parameters in unfitted domain discretizations entails challenges for the application of standard ROMs. Therefore, in this work we propose a methodology based on (i) extension of snapshots on the background mesh and (ii) localization strategies to decrease the number of reduced basis functions. The method we obtain is computationally efficient and accurate, while it is agnostic with respect to the underlying discretization choice. We test the applicability of the proposed framework with numerical experiments on two model problems, namely the Poisson and linear elasticity problems. In particular, we study several benchmarks formulated on two-dimensional, trimmed domains discretized with splines and we observe a significant reduction of the online computational cost compared to standard ROMs for the same level of accuracy. Moreover, we show the applicability of our methodology to a three-dimensional geometry of a linear elastic problem.

Topics & Concepts

Parameterized complexityDiscretizationLinear elasticityApplied mathematicsProjection (relational algebra)Basis functionInterpolation (computer graphics)Mathematical optimizationMathematicsComputer sciencePartial differential equationBasis (linear algebra)Elliptic partial differential equationAlgorithmFinite element methodMathematical analysisGeometryThermodynamicsAnimationPhysicsComputer graphics (images)Model Reduction and Neural NetworksAdvanced Numerical Methods in Computational MathematicsNumerical methods in engineering
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