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In this paper, we propose a domain decomposition method for multiscale second order elliptic partial differential equations with highly varying coefficients. The method is based on a discontinuous Galerkin formulation. We present both a…

数值分析 · 数学 2012-03-20 Yunfei Ma , Petter Bjorstad , Talal Rahman , Xuejun Xu

Recent years have witnessed growing interests in solving partial differential equations by deep neural networks, especially in the high-dimensional case. Unlike classical numerical methods, such as finite difference method and finite…

数值分析 · 数学 2020-07-28 Jingrun Chen , Rui Du , Keke Wu

This paper is concerned with developing accurate and efficient numerical methods for fully nonlinear second order elliptic and parabolic partial differential equations (PDEs) in multiple spatial dimensions. It presents a general framework…

数值分析 · 数学 2018-01-19 Xiaobing Feng , Thomas Lewis

Under the guidance of the general theory developed for classical partial differential equations (PDEs), we investigate the Riesz bases of wavelets in the spaces where fractional PDEs usually work, and their applications in numerically…

数值分析 · 数学 2014-05-28 Weihua Deng , Yuwei Lin , Zhijiang Zhang

We begin an investigation of hybridizable discontinuous Galerkin (HDG) methods for approximating the solution of Dirichlet boundary control problems governed by elliptic PDEs. These problems can involve atypical variational formulations,…

数值分析 · 数学 2017-12-11 Weiwei Hu , Jiguang Shen , John R. Singler , Yangwen Zhang , Xiaobo Zheng

A considerable amount of attention has been given to discontinuous Galerkin methods for hyperbolic problems in numerical relativity, showing potential advantages of the methods in dealing with hydrodynamical shocks and other…

计算物理 · 物理学 2019-10-30 Trevor Vincent , Harald P. Pfeiffer , Nils L. Fischer

In recent years, there has been an increasing interest in using deep learning and neural networks to tackle scientific problems, particularly in solving partial differential equations (PDEs). However, many neural network-based methods, such…

机器学习 · 计算机科学 2025-02-14 Adrian Celaya , Yimo Wang , David Fuentes , Beatrice Riviere

A local weighted discontinuous Galerkin gradient discretization method for solving elliptic equations is introduced. The local scheme is based on a coarse grid and successively improves the solution solving a sequence of local elliptic…

数值分析 · 数学 2018-07-30 Assyr Abdulle , Giacomo Rosilho de Souza

A convergence result for a discontinuous Galerkin multiscale method for a second order elliptic problem is presented. We consider a heterogeneous and highly varying diffusion coefficient in $L^\infty(\Omega,\mathbb{R}^{d\times d}_{sym})$…

We present a new analytical and numerical framework for solution of Partial Differential Equations (PDEs) that is based on an exact transformation that moves the boundary constraints into the dynamics of the corresponding governing…

数值分析 · 数学 2023-02-14 Yulia T. Peet , Matthew M. Peet

We combine continuous and discontinuous Galerkin methods in the setting of a model diffusion problem. Starting from a hybrid discontinuous formulation, we replace element interiors by more general subsets of the computational domain -…

计算物理 · 物理学 2018-11-30 Martin Vymazal , David Moxey , Chris Cantwell , Spencer Sherwin , Robert M. Kirby

An elliptic partial differential equation Lu=f with a zero Dirichlet boundary condition is converted to an equivalent elliptic equation on the unit ball. A spectral Galerkin method is applied to the reformulated problem, using multivariate…

数值分析 · 数学 2011-06-20 Kendall Atkinson , David Chien , Olaf Hansen

We formulate and analyze interior penalty discontinuous Galerkin methods for coupled elliptic PDEs modeling excitable tissue, represented by intracellular and extracellular domains sharing a common interface. The PDEs are coupled through a…

数值分析 · 数学 2024-11-06 Rami Masri , Keegan L. A. Kirk , Eirill Hauge , Miroslav Kuchta

In this paper we present and analyse a discontinuous Galerkin finite element method (DGFEM) for the approximation of solutions to elliptic partial differential equations in nondivergence form, with oblique boundary conditions, on curved…

数值分析 · 数学 2018-10-01 Ellya Kawecki

We investigate discontinuous Galerkin methods for an elliptic optimal control problem with a general state equation and pointwise state constraints on general polygonal domains. We show that discontinuous Galerkin methods for general…

数值分析 · 数学 2023-09-04 Sijing Liu , Zhiyu Tan , Yi Zhang

Machine learning methods have been lately used to solve partial differential equations (PDEs) and dynamical systems. These approaches have been developed into a novel research field known as scientific machine learning in which techniques…

机器学习 · 计算机科学 2022-12-12 Junho Choi , Namjung Kim , Youngjoon Hong

This paper constitutes our initial effort in developing sparse grid discontinuous Galerkin (DG) methods for high-dimensional partial differential equations (PDEs). Over the past few decades, DG methods have gained popularity in many…

数值分析 · 数学 2016-04-20 Zixuan Wang , Qi Tang , Wei Guo , Yingda Cheng

This paper is concerned with the design, analysis and implementation of preconditioning concepts for spectral Discontinuous Galerkin discretizations of elliptic boundary value problems. While presently known techniques realize a growth of…

数值分析 · 数学 2014-05-14 Kolja Brix , Martin Campos Pinto , Claudio Canuto , Wolfgang Dahmen

In this paper, we develop a local multiscale model reduction strategy for the elastic wave equation in strongly heterogeneous media, which is achieved by solving the problem in a coarse mesh with multiscale basis functions. We use the…

数值分析 · 数学 2022-07-12 Zhongqian Wang , Shubin Fu , Zishang Li , Eric Chung

Discontinuous Galerkin (DG) methods offer an enormous flexibility regarding local grid refinement and variation of polynomial degrees for a variety of different problem classes. With a focus on diffusion problems, we consider DG…

数值分析 · 数学 2013-01-01 Kolja Brix , Claudio Canuto , Wolfgang Dahmen
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