A novel robust strategy for discontinuous Galerkin methods in computational fluid mechanics: Why? When? What? Where?

GJ Gassner, AR Winters - Frontiers in Physics, 2021 - frontiersin.org
In this paper we will review a recent emerging paradigm shift in the construction and
analysis of high order Discontinuous Galerkin methods applied to approximate solutions of …

Model order reduction via moment-matching: a state of the art review

D Rafiq, MA Bazaz - Archives of Computational Methods in Engineering, 2022 - Springer
The past few decades have seen a significant spurt in developing lower-order, parsimonious
models of large-scale dynamical systems used for design and control. These surrogate …

Nonlinear embeddings for conserving Hamiltonians and other quantities with Neural Galerkin schemes

P Schwerdtner, P Schulze, J Berman… - SIAM Journal on Scientific …, 2024 - SIAM
This work focuses on the conservation of quantities such as Hamiltonians, mass, and
momentum when solution fields of partial differential equations are approximated with …

Canonical and noncanonical Hamiltonian operator inference

A Gruber, I Tezaur - Computer Methods in Applied Mechanics and …, 2023 - Elsevier
A method for the nonintrusive and structure-preserving model reduction of canonical and
noncanonical Hamiltonian systems is presented. Based on the idea of operator inference …

On the impact of dimensionally-consistent and physics-based inner products for POD-Galerkin and least-squares model reduction of compressible flows

EJ Parish, F Rizzi - Journal of Computational Physics, 2023 - Elsevier
Abstract Model reduction of the compressible Euler equations based on proper orthogonal
decomposition (POD) and Galerkin orthogonality or least-squares residual minimization …

Registration-based model reduction of parameterized two-dimensional conservation laws

A Ferrero, T Taddei, L Zhang - Journal of Computational Physics, 2022 - Elsevier
We propose a nonlinear registration-based model reduction procedure for rapid and reliable
solution of parameterized two-dimensional steady conservation laws. This class of problems …

Goal-oriented model reduction for parametrized time-dependent nonlinear partial differential equations

MK Sleeman, M Yano - Computer Methods in Applied Mechanics and …, 2022 - Elsevier
We present a projection-based model reduction formulation for parametrized time-
dependent nonlinear partial differential equations (PDEs). Our approach builds on the …

Full and reduced order model consistency of the nonlinearity discretization in incompressible flows

S Ingimarson, LG Rebholz, T Iliescu - Computer Methods in Applied …, 2022 - Elsevier
We investigate both theoretically and numerically the consistency between the nonlinear
discretization in full order models (FOMs) and reduced order models (ROMs) for …

Efficient hyperreduction of high-order discontinuous Galerkin methods: element-wise and point-wise reduced quadrature formulations

E Du, M Yano - Journal of Computational Physics, 2022 - Elsevier
We develop and assess projection-based model reduction methods for high-order
discontinuous Galerkin (DG) discretizations of parametrized nonlinear partial differential …

Entropy stable modal discontinuous Galerkin schemes and wall boundary conditions for the compressible Navier-Stokes equations

J Chan, Y Lin, T Warburton - Journal of Computational Physics, 2022 - Elsevier
Entropy stable schemes ensure that physically meaningful numerical solutions also satisfy a
semi-discrete entropy inequality under appropriate boundary conditions. In this work, we …