The cost-accuracy trade-off in operator learning with neural networks

MV de Hoop, DZ Huang, E Qian, AM Stuart - arXiv preprint arXiv …, 2022 - arxiv.org
The termsurrogate modeling'in computational science and engineering refers to the
development of computationally efficient approximations for expensive simulations, such as …

Exponentially convergent multiscale finite element method

Y Chen, TY Hou, Y Wang - Communications on Applied Mathematics and …, 2024 - Springer
We provide a concise review of the exponentially convergent multiscale finite element
method (ExpMsFEM) for efficient model reduction of PDEs in heterogeneous media without …

Wavenumber explicit convergence of a multiscale generalized finite element method for heterogeneous Helmholtz problems

M Chupeng, C Alber, R Scheichl - SIAM Journal on Numerical Analysis, 2023 - SIAM
In this paper, a generalized finite element (FE) method with optimal local approximation
spaces for solving high-frequency heterogeneous Helmholtz problems is systematically …

Local absorbing boundary conditions on fixed domains give order-one errors for high-frequency waves

J Galkowski, D Lafontaine… - IMA Journal of Numerical …, 2023 - academic.oup.com
We consider approximating the solution of the Helmholtz exterior Dirichlet problem for a
nontrapping obstacle, with boundary data coming from plane-wave incidence, by the …

Super-localized orthogonal decomposition for high-frequency Helmholtz problems

P Freese, M Hauck, D Peterseim - SIAM Journal on Scientific Computing, 2024 - SIAM
We propose a novel variant of the Localized Orthogonal Decomposition (LOD) method for
time-harmonic scattering problems of Helmholtz type with high wavenumber. On a coarse …

A unified framework for multiscale spectral generalized FEMs and low-rank approximations to multiscale PDEs

C Ma - arXiv preprint arXiv:2311.08761, 2023 - arxiv.org
This work presents an abstract framework for the design, implementation, and analysis of the
multiscale spectral generalized finite element method (MS-GFEM), a particular numerical …

Generalized multiscale finite element method for language competition modeling I: Offline approach

DA Ammosov, NV Malysheva… - Journal of Computational …, 2024 - Elsevier
This paper develops a multiscale solver for the problem of two languages competing in a
heterogeneous medium. The mathematical model contains terms for language group …

[PDF][PDF] Wavenumber explicit convergence of a multiscale GFEM for heterogeneous Helmholtz problems

C Ma, C Alber, R Scheichl - arXiv preprint arXiv:2112.10544, 2021 - researchgate.net
In this paper, a generalized finite element method (GFEM) with optimal local approximation
spaces for solving high-frequency heterogeneous Helmholtz problems is systematically …

Fast-convergent two-level restricted additive Schwarz methods based on optimal local approximation spaces

A Strehlow, C Ma, R Scheichl - arXiv preprint arXiv:2408.16282, 2024 - arxiv.org
This paper proposes a two-level restricted additive Schwarz (RAS) method for multiscale
PDEs, built on top of a multiscale spectral generalized finite element method (MS-GFEM) …

Construct accurate multi-continuum micromorphic homogenisations in multi-D space-time with computer algebra

AJ Roberts - arXiv preprint arXiv:2407.03483, 2024 - arxiv.org
Homogenisation empowers the efficient macroscale system level prediction of physical
problems with intricate microscale structures. Here we develop an innovative powerful …