We propose a new model reduction technique for multiscale scalar transport problems that exhibit dominant axial dynamics. Toward this aim, we rely on the separation of variables to combine a hierarchical model (HiMod) reduction with a two-scale asymptotic expansion. We extend the two-scale asymptotic expansion to an arbitrary order and exploit the high-order correctors to define the HiMod modal basis which approximates the transverse dynamics of the flow, while we adopt a finite element discretization to model the leading stream. The resulting method, which is named HiPhom\varepsilon (high-order projection-based homogenization), is successfully assessed both in steady and unsteady advection-diffusion-reaction settings. The numerical results confirm the very good performance of HiPhom\varepsilon, which improves the accuracy and the convergence rate of HiMod and extends the reliability of the standard homogenized solution to transient and preasymptotic regimes.

HiPhom\({\varepsilon }\): High-Order Projection-Based Homogenization for Advection-Diffusion-Reaction Problems

Perotto, Simona;Porta, Giovanni Michele;
2025-01-01

Abstract

We propose a new model reduction technique for multiscale scalar transport problems that exhibit dominant axial dynamics. Toward this aim, we rely on the separation of variables to combine a hierarchical model (HiMod) reduction with a two-scale asymptotic expansion. We extend the two-scale asymptotic expansion to an arbitrary order and exploit the high-order correctors to define the HiMod modal basis which approximates the transverse dynamics of the flow, while we adopt a finite element discretization to model the leading stream. The resulting method, which is named HiPhom\varepsilon (high-order projection-based homogenization), is successfully assessed both in steady and unsteady advection-diffusion-reaction settings. The numerical results confirm the very good performance of HiPhom\varepsilon, which improves the accuracy and the convergence rate of HiMod and extends the reliability of the standard homogenized solution to transient and preasymptotic regimes.
2025
finite elements
hierarchical model reduction
homogenization
multiscale
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11311/1309940
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