DPM: A deep learning PDE augmentation method with application to large-eddy simulation

J Sirignano, JF MacArt, JB Freund - Journal of Computational Physics, 2020 - Elsevier
A framework is introduced that leverages known physics to reduce overfitting in machine
learning for scientific applications. The partial differential equation (PDE) that expresses the …

Theory and transport of nearly incompressible magnetohydrodynamic turbulence

GP Zank, L Adhikari, P Hunana, D Shiota… - The Astrophysical …, 2017 - iopscience.iop.org
The theory of nearly incompressible magnetohydrodynamics (NI MHD) was developed
largely in the early 1990s, together with an important extension to inhomogeneous flows in …

[图书][B] Large eddy simulation for compressible flows

E Garnier, N Adams, P Sagaut - 2009 - books.google.com
Page 1 E. Garnier N. Adams P. Sagaut SCIENTIFIC COMPUTATION Large Eddy Simulation
for Compressible Flows Springer Page 2 Large Eddy Simulation for Compressible Flows Page …

Training convolutional neural networks to estimate turbulent sub-grid scale reaction rates

CJ Lapeyre, A Misdariis, N Cazard, D Veynante… - Combustion and …, 2019 - Elsevier
This work presents a new approach for premixed turbulent combustion modeling based on
convolutional neural networks (CNN). 1 We first propose a framework to reformulate the …

[图书][B] Magnetohydrodynamic turbulence

D Biskamp - 2003 - books.google.com
This book presents an introduction to, and modern account of, magnetohydrodynamic
(MHD) turbulence, an active field both in general turbulence theory and in various areas of …

[图书][B] Spectral methods for incompressible viscous flow

R Peyret - 2002 - Springer
The objective of this book is to provide a comprehensive discussion of Fourier and
Chebyshev spectral methods for the computation of incom pressible viscous flows, based on …

Large-eddy simulation of the shock/turbulence interaction

F Ducros, V Ferrand, F Nicoud, C Weber… - Journal of …, 1999 - Elsevier
The objective of this work is to derive a shock capturing tool able to treat turbulence with
minimum dissipation out of the shock for a large-eddy simulation (LES) of the …

[图书][B] Turbulent shear layers in supersonic flow

AJ Smits, JP Dussauge - 2006 - books.google.com
A good understanding of turbulent compressible flows is essential to the design and
operation of high-speed vehicles. Such flows occur, for example, in the external flow over …

Toward the large-eddy simulation of compressible turbulent flows

G Erlebacher, MY Hussaini, CG Speziale… - Journal of fluid …, 1992 - cambridge.org
New subgrid-scale models for the large-eddy simulation of compressible turbulent flows are
developed and tested based on the Favre-filtered equations of motion for an ideal gas. A …

[HTML][HTML] Hierarchical structure in nearly pressureless flows as a consequence of self-similar statistics

E Vazquez-Semadeni - Astrophysical Journal v. 423, p …, 1994 - legacy.adsabs.harvard.edu
be considered as a random variable in time with an associated probability distribution
function (pdf), a condition on the pdf for the spontaneous development of hierarchical …