Solving differential equations using deep neural networks

C Michoski, M Milosavljević, T Oliver, DR Hatch - Neurocomputing, 2020 - Elsevier
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 …

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 …

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 …

[HTML][HTML] Positivity-preserving discontinuous spectral element methods for compressible multi-species flows

W Trojak, T Dzanic - Computers & Fluids, 2024 - Elsevier
We introduce a novel positivity-preserving numerical stabilisation approach for high-order
discontinuous spectral element approximations of compressible multi-species flows. The …

An oscillation-free discontinuous Galerkin method for shallow water equations

Y Liu, J Lu, Q Tao, Y **a - Journal of Scientific Computing, 2022 - Springer
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 …

[HTML][HTML] Discontinuous Galerkin formulation for 2D hydrodynamic modelling: Trade-offs between theoretical complexity and practical convenience

G Kesserwani, JL Ayog, D Bau - Computer Methods in Applied Mechanics …, 2018 - Elsevier
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 …

A residual-based shock capturing scheme for the continuous/discontinuous spectral element solution of the 2D shallow water equations

S Marras, MA Kopera, EM Constantinescu… - Advances in Water …, 2018 - Elsevier
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 …

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 …

[HTML][HTML] A GPU accelerated level set reinitialization for an adaptive discontinuous Galerkin method

A Karakus, T Warburton, MH Aksel, C Sert - Computers & Mathematics with …, 2016 - Elsevier
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 …

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 …