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We introduce a two-level hybrid restricted additive Schwarz (RAS) preconditioner for heterogeneous steady-state convection-diffusion equations at high P\'{e}clet numbers. Our construction builds on the multiscale spectral generalized finite…

数值分析 · 数学 2025-09-23 Lukas Holbach , Peter Bastian , Robert Scheichl

In this paper we develop and analyse domain decomposition methods for linear systems of equations arising from conforming finite element discretisations of positive Maxwell-type equations. Convergence of domain decomposition methods rely…

数值分析 · 数学 2021-07-08 Niall Bootland , Victorita Dolean , Frédéric Nataf , Pierre-Henri Tournier

We present a non-overlapping, Schwarz-type domain decomposition method with a generalized interface condition, designed for physics-informed machine learning of partial differential equations (PDEs) in both forward and inverse contexts. Our…

机器学习 · 计算机科学 2025-08-22 Qifeng Hu , Shamsulhaq Basir , Inanc Senocak

Owing to the ability of nonlinear domain decomposition methods to improve the nonlinear convergence behavior of Newton's method, they have experienced a rise in popularity recently in the context of problems for which Newton's method…

数值分析 · 数学 2024-11-01 Alexander Heinlein , Kyrill Ho , Axel Klawonn , Martin Lanser

In this article, we present a parallel recursive algorithm based on multi-level domain decomposition that can be used as a precondtioner to a Krylov subspace method to solve sparse linear systems of equations arising from the discretization…

数值分析 · 数学 2012-10-24 Rahul S. Sampath , Bobby Philip , Srikanth Allu , Srdjan Simunovic

We examine the use of the Dirichlet-to-Neumann coarse space within an additive Schwarz method to solve the Helmholtz equation in 2D. In particular, we focus on the selection of how many eigenfunctions should go into the coarse space. We…

数值分析 · 数学 2021-07-08 Niall Bootland , Victorita Dolean

Additive overlapping Schwarz Methods are iterative methods of the domain decomposition type for the solution of partial differential equations. Numerical and parallel scalability of these methods can be achieved by adding coarse levels. A…

数值分析 · 数学 2026-05-06 Stephan Köhler , Oliver Rheinbach

The Virtual Element Method (VEM) is used to perform the discretization of the Poisson problem on polygonal and polyhedral meshes. This results in a symmetric positive definite linear system, which is solved iteratively using overlapping…

数值分析 · 数学 2025-11-11 Tommaso Bevilacqua , Axel Klawonn , Martin Lanser , Adam Wasiak

We introduce a novel two-level overlapping additive Schwarz preconditioner for accelerating the training of scientific machine learning applications. The design of the proposed preconditioner is motivated by the nonlinear two-level…

数值分析 · 数学 2025-09-26 Youngkyu Lee , Alena Kopaničáková , George Em Karniadakis

A thermo-elastoplastic finite element approach is used to perform the simulation of a laser beam welding (LBW) process. This results in a nonlinear, nonsymmetric saddle point multiphysics system, for which the nonlinearity is handled via…

数值分析 · 数学 2025-02-28 Tommaso Bevilacqua , Axel Klawonn , Martin Lanser

We present a meshless Schwarz-type non-overlapping domain decomposition method based on artificial neural networks for solving forward and inverse problems involving partial differential equations (PDEs). To ensure the consistency of…

机器学习 · 计算机科学 2023-07-25 Shamsulhaq Basir , Inanc Senocak

Solving time-harmonic wave propagation problems by iterative methods is a difficult task, and over the last two decades, an important research effort has gone into developing preconditioners for the simplest representative of such wave…

数值分析 · 数学 2018-02-22 Martin J. Gander , Hui Zhang

An abstract construction of coarse spaces for non-Hermitian problems and non-Hermitian domain decomposition preconditioners based on extended generalized eigenproblems was proposed in [Nataf and Parolin, arXiv:2404.02758] and analyzed on…

数值分析 · 数学 2025-12-30 Emile Parolin , Frédéric Nataf

In this paper, we apply the optimized Schwarz method to the two dimensional nonlinear Schr{\"o}dinger equation and extend this method to the simulation of Bose-Einstein condensates (Gross-Pitaevskii equation). We propose an extended version…

数值分析 · 数学 2016-03-17 Christophe Besse , Feng Xing

We study the Schwarz overlapping domain decomposition method applied to the Poisson problem on a special family of domains, which by construction consist of a union of a large number of fixed-size subdomains. These domains are motivated by…

数值分析 · 数学 2021-07-01 Arnold Reusken , Benjamin Stamm

For linear problems, domain decomposition methods can be used directly as iterative solvers, but also as preconditioners for Krylov methods. In practice, Krylov acceleration is almost always used, since the Krylov method finds a much better…

数值分析 · 数学 2016-05-17 V. Dolean , M. J. Gander , F. Kwok , R. Masson , W. Kheriji

We deal with the numerical solution of linear elliptic problems with varying diffusion coefficient by the $hp$-discontinuous Galerkin method. We develop a two-level hybrid Schwarz preconditioner for the arising linear algebraic systems. The…

数值分析 · 数学 2025-09-19 Vit Dolejsi , Tomas Hammerbauer

In this paper, a two-level additive Schwarz preconditioner is proposed for solving the algebraic systems resulting from the finite element approximations of space fractional partial differential equations (SFPDEs). It is shown that the…

数值分析 · 数学 2015-01-15 Yingjun Jiang , Xuejun Xu

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). The method uses coarse spaces constructed from optimal local…

数值分析 · 数学 2024-08-30 Arne Strehlow , Chupeng Ma , Robert Scheichl

In this paper we consider Schwarz domain decomposition applied to the generation of 2D spatial meshes by a local equidistribution principle. We briefly review the derivation of the local equidistribution principle and the appropriate choice…

数值分析 · 数学 2013-11-15 Ronald D. Haynes , Alexander J. M. Howse