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

Machine Learning for Fluid Mechanics

(2019) Steven L. Brunton et al.   Annual Review of Fluid Mechanics

Machine learning-assisted early ignition prediction in a complex flow

(2019) Pavel P. Popov et al.   COMBUSTION AND FLAME

Perspective on machine learning for advancing fluid mechanics

(2019) M. P. Brenner et al.   Physical Review Fluids

DGM: A deep learning algorithm for solving partial differential equations

(2018) Justin Sirignano et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Deep learning of vortex-induced vibrations

(2018) Maziar Raissi et al.   JOURNAL OF FLUID MECHANICS

Investigations of data-driven closure for subgrid-scale stress in large-eddy simulation

(2018) Zhuo Wang et al.   PHYSICS OF FLUIDS

Machine learning strategies for systems with invariance properties

(2016) Julia Ling et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Semi-implicit iterative methods for low Mach number turbulent reacting flows: Operator splitting versus approximate factorization

(2016) Jonathan F. MacArt et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Reynolds averaged turbulence modelling using deep neural networks with embedded invariance

(2016) Julia Ling et al.   JOURNAL OF FLUID MECHANICS

A dynamic regularized gradient model of the subgrid-scale stress tensor for large-eddy simulation

(2016) A. Vollant et al.   PHYSICS OF FLUIDS

Energy spectrum in high-resolution direct numerical simulations of turbulence

(2016) Takashi Ishihara et al.   Physical Review Fluids

Adjoint Equations in Stability Analysis

(2013) Paolo Luchini et al.   Annual Review of Fluid Mechanics

Discrete Conservation Properties of Unstructured Mesh Schemes

(2011) J. Blair Perot   Annual Review of Fluid Mechanics

Grid-independent large-eddy simulation using explicit filtering

(2010) Sanjeeb T. Bose et al.   PHYSICS OF FLUIDS

Linear eddy mixing based tabulation and artificial neural networks for large eddy simulations of turbulent flames

(2009) Baris Ali Sen et al.   COMBUSTION AND FLAME

Large eddy simulation of extinction and reignition with artificial neural networks based chemical kinetics

(2009) Baris Ali Sen et al.   COMBUSTION AND FLAME

High order conservative finite difference scheme for variable density low Mach number turbulent flows

(2008) Olivier Desjardins et al.   JOURNAL OF COMPUTATIONAL PHYSICS