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Solving differential equations using deep neural networks
Recent work on solving partial differential equations (PDEs) with deep neural networks
(DNNs) is presented. The paper reviews and extends some of these methods while carefully …
(DNNs) is presented. The paper reviews and extends some of these methods while carefully …
Solving irregular and data-enriched differential equations using deep neural networks
C Michoski, M Milosavljevic, T Oliver… - arxiv preprint arxiv …, 2019 - arxiv.org
Recent work has introduced a simple numerical method for solving partial differential
equations (PDEs) with deep neural networks (DNNs). This paper reviews and extends the …
equations (PDEs) with deep neural networks (DNNs). This paper reviews and extends the …
A shock capturing artificial viscosity scheme in consistent with the compact high-order finite volume methods
Z Wu, YX Ren - Journal of Computational Physics, 2024 - Elsevier
This paper presents a shock capturing artificial viscosity scheme for the compact high-order
finite volume methods in terms of the variational reconstructions on unstructured grids. The …
finite volume methods in terms of the variational reconstructions on unstructured grids. The …
[HTML][HTML] Positivity-preserving discontinuous spectral element methods for compressible multi-species flows
We introduce a novel positivity-preserving numerical stabilisation approach for high-order
discontinuous spectral element approximations of compressible multi-species flows. The …
discontinuous spectral element approximations of compressible multi-species flows. The …
An oscillation-free discontinuous Galerkin method for shallow water equations
In this paper, we develop an oscillation-free discontinuous Galerkin (OFDG) method for
solving the shallow water equations with a non-flat bottom topography. Due to the nonlinear …
solving the shallow water equations with a non-flat bottom topography. Due to the nonlinear …
[HTML][HTML] Discontinuous Galerkin formulation for 2D hydrodynamic modelling: Trade-offs between theoretical complexity and practical convenience
In the modelling of hydrodynamics, the Discontinuous Galerkin (DG) approach constitutes a
more complex and modern alternative to the well-established finite volume method. The …
more complex and modern alternative to the well-established finite volume method. The …
A residual-based shock capturing scheme for the continuous/discontinuous spectral element solution of the 2D shallow water equations
The high-order numerical solution of the non-linear shallow water equations is susceptible
to Gibbs oscillations in the proximity of strong gradients. In this paper, we tackle this issue by …
to Gibbs oscillations in the proximity of strong gradients. In this paper, we tackle this issue by …
A high‐order WENO‐limited finite‐volume algorithm for atmospheric flow using the ADER‐differential transform time discretization
MR Norman - Quarterly Journal of the Royal Meteorological …, 2021 - Wiley Online Library
A high‐order‐accurate weighted essentially non‐oscillatory (WENO) limited upwind finite‐
volume scheme is detailed for the compressible, nonhydrostatic, inviscid Euler equations …
volume scheme is detailed for the compressible, nonhydrostatic, inviscid Euler equations …
[HTML][HTML] A GPU accelerated level set reinitialization for an adaptive discontinuous Galerkin method
GPU accelerated high order reconstruction of signed distance function of the level set
method is studied. The flow based reinitialization equation is discretized in space by using a …
method is studied. The flow based reinitialization equation is discretized in space by using a …
A new vertex-based limiting approach for nodal discontinuous Galerkin methods on arbitrary unstructured meshes
L Li, Q Zhang - Computers & Fluids, 2017 - Elsevier
The nodal discontinuous Galerkin (DG) methods possess many good properties that make
them very attractive for numerically solving the shallow water equations, but it is necessary …
them very attractive for numerically solving the shallow water equations, but it is necessary …