Solving partial differential equations using large-data models: a literature review

AM Hafiz, I Faiq, M Hassaballah - Artificial Intelligence Review, 2024 - Springer
Abstract Mathematics lies at the heart of engineering science and is very important for
capturing and modeling of diverse processes. These processes may be naturally-occurring …

hp-robust multigrid solver on locally refined meshes for FEM discretizations of symmetric elliptic PDEs

M Innerberger, A Miraçi, D Praetorius… - ESAIM: Mathematical …, 2024 - esaim-m2an.org
In this work, we formulate and analyze a geometric multigrid method for the iterative solution
of the discrete systems arising from the finite element discretization of symmetric second …

Cost-optimal adaptive iterative linearized FEM for semilinear elliptic PDEs

R Becker, M Brunner, M Innerberger… - ESAIM: Mathematical …, 2023 - esaim-m2an.org
We consider scalar semilinear elliptic PDEs where the nonlinearity is strongly monotone, but
only locally Lipschitz continuous. We formulate an adaptive iterative linearized finite element …

Adaptive FEM with quasi-optimal overall cost for nonsymmetric linear elliptic PDEs

M Brunner, M Innerberger, A Miraçi… - IMA Journal of …, 2024 - academic.oup.com
We consider a general nonsymmetric second-order linear elliptic partial differential equation
in the framework of the Lax–Milgram lemma. We formulate and analyze an adaptive finite …

On full linear convergence and optimal complexity of adaptive FEM with inexact solver

P Bringmann, M Feischl, A Miraci, D Praetorius… - arXiv preprint arXiv …, 2023 - arxiv.org
The ultimate goal of any numerical scheme for partial differential equations (PDEs) is to
compute an approximation of user-prescribed accuracy at quasi-minimal computational …

A review on some discrete variational techniques for the approximation of essential boundary conditions

F Chouly - 2023 - hal.science
We review different techniques to enforce essential boundary conditions, such as the
(nonhomogeneous) Dirichlet boundary condition, within a discrete variational framework …

[PDF][PDF] Optimal complexity of goal-oriented adaptive FEM for nonsymmetric linear elliptic PDEs

P Bringmann, M Brunner, D Praetorius… - arXiv preprint arXiv …, 2023 - researchgate.net
We analyze a goal-oriented adaptive algorithm that aims to efficiently compute the quantity
of interest G (u⋆) with a linear goal functional G and the solution u⋆ to a general second …

-robust multigrid solver on locally refined meshes for FEM discretizations of symmetric elliptic PDEs

M Innerberger, A Miraçi, D Praetorius… - arXiv preprint arXiv …, 2022 - arxiv.org
In this work, we formulate and analyze a geometric multigrid method for the iterative solution
of the discrete systems arising from the finite element discretization of symmetric second …

MATLAB implementation of HP finite elements on rectangles using hierarchical basis functions

A Moskovka, J Valdman - … Conference on Parallel Processing and Applied …, 2022 - Springer
A MATLAB implementation of hierarchical shape functions on 2D rectangles is explained
and available for download. Global shape functions are ordered for a given polynomial …

Iterative solvers in adaptive FEM

P Bringmann, A Miraçi, D Praetorius - arXiv preprint arXiv:2404.07126, 2024 - arxiv.org
This chapter provides an overview of state-of-the-art adaptive finite element methods
(AFEMs) for the numerical solution of second-order elliptic partial differential equations …