Subgrid modelling for two-dimensional turbulence using neural networks

Hybrid forecasting of chaotic processes: Using machine learning in conjunction with a knowledge-based model

(2018) Jaideep Pathak et al.   CHAOS

Hidden physics models: Machine learning of nonlinear partial differential equations

(2018) Maziar Raissi et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Learning partial differential equations via data discovery and sparse optimization

(2017) Hayden Schaeffer   PROCEEDINGS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES

Searching for turbulence models by artificial neural network

(2017) Masataka Gamahara et al.   Physical Review Fluids

A paradigm for data-driven predictive modeling using field inversion and machine learning

(2016) Eric J. Parish et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Quantifying and reducing model-form uncertainties in Reynolds-averaged Navier–Stokes simulations: A data-driven, physics-informed Bayesian approach

(2016) H. Xiao 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

Evaluation of machine learning algorithms for prediction of regions of high Reynolds averaged Navier Stokes uncertainty

(2015) J. Ling et al.   PHYSICS OF FLUIDS

Nonlinear aeroelastic reduced order modeling by recurrent neural networks

(2014) Andrea Mannarino et al.   JOURNAL OF FLUIDS AND STRUCTURES

Approximate deconvolution large eddy simulation of a stratified two-layer quasigeostrophic ocean model

(2013) Omer San et al.   OCEAN MODELLING

High-order methods for decaying two-dimensional homogeneous isotropic turbulence

(2012) Omer San et al.   COMPUTERS & FLUIDS

Parameterization of mixed layer eddies. III: Implementation and impact in global ocean climate simulations

(2010) B. Fox-Kemper et al.   OCEAN MODELLING

Theoretically based optimal large-eddy simulation

(2009) Robert D. Moser et al.   PHYSICS OF FLUIDS

Towards a mesoscale eddy closure

(2007) Carsten Eden et al.   OCEAN MODELLING