Predictive large-eddy-simulation wall modeling via physics-informed neural networks

Mathematics

• Large Eddy Simulation 100%
• Neural Networks 64%
• Physics 56%
• Modeling 44%
• Fidelity 28%
• Navier-Stokes 23%
• Channel Flow 16%
• Thin Layer 14%
• Simulation 14%
• Non-equilibrium 13%
• Machine Learning 12%
• Reynolds number 11%
• Extrapolation 11%
• Necessity 11%
• Thing 11%
• Boundary Layer 10%
• Scaling 9%
• Inclusion 9%
• Evaluate 9%
• Arbitrary 5%
• Model 3%

Engineering & Materials Science

• Physics 59%
• Neural networks 41%
• Population Density 16%
• Channel flow 15%
• Extrapolation 14%
• Boundary layers 12%
• Reynolds number 11%
• Machine learning 10%

Chemical Compounds

• Simulation 43%
• Flow 25%
• Reynolds Number 13%
• Nonequilibrium 10%