Deep Learning Methods for Reynolds-Averaged Navier–Stokes Simulations of Airfoil Flows

Inverse Design of Airfoil Using a Deep Convolutional Neural Network

(2019) Vinothkumar Sekar et al.   AIAA JOURNAL

Some Recent Developments in Turbulence Closure Modeling

(2018) Paul A. Durbin   Annual Review of Fluid Mechanics

Learning three-dimensional flow for interactive aerodynamic design

(2018) Nobuyuki Umetani et al.   ACM TRANSACTIONS ON GRAPHICS

Flowfield Reconstruction Method Using Artificial Neural Network

(2018) Jian Yu et al.   AIAA JOURNAL

Robust Bayesian Calibration of a k−ε Model for Compressible Jet-in-Crossflow Simulations

(2018) Jaideep Ray et al.   AIAA JOURNAL

Enhancing Model Predictability for a Scramjet Using Probabilistic Learning on Manifolds

(2018) Christian Soize et al.   AIAA JOURNAL

Prediction of Reynolds stresses in high-Mach-number turbulent boundary layers using physics-informed machine learning

(2018) Jian-Xun Wang et al.   THEORETICAL AND COMPUTATIONAL FLUID DYNAMICS

Physics-informed neural networks: A deep learning framework for solving forward and inverse problems involving nonlinear partial differential equations

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

Data-driven projection method in fluid simulation

(2016) Cheng Yang et al.   COMPUTER ANIMATION AND VIRTUAL WORLDS

Reynolds averaged turbulence modelling using deep neural networks with embedded invariance

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

3D Reasoning from Blocks to Stability

(2015) Zhaoyin Jia et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

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

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

Bayesian estimates of parameter variability in the k–ε turbulence model

(2013) W.N. Edeling et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Continuous Adjoint Approach for the Spalart-Allmaras Model in Aerodynamic Optimization

(2012) Alfonso Bueno-Orovio et al.   AIAA JOURNAL

Hybrid LES/RANS methods for the simulation of turbulent flows

(2008) Jochen Fröhlich et al.   PROGRESS IN AEROSPACE SCIENCES