Physics-Informed Neural Networks of the Saint-Venant Equations for Downscaling a Large-Scale River Model

Keyphrases

• River Model 100%
• Physics-informed Neural Networks 100%
• Large Rivers 100%
• Downscaling 100%
• Saint-Venant Equations 100%
• Subgrid Scale 28%
• Water Depth 28%
• Coastal Processes 28%
• Neural Networks Solution 28%
• Floodplain 14%
• Flow Dynamics 14%
• Neural Network 14%
• Response to Climate Change 14%
• Flow Simulation 14%
• Coastal Hazards 14%
• Numerical Model 14%
• Observational Data 14%
• Coastal Area 14%
• Complex Flow 14%
• Machine Learning Framework 14%
• Large Animal Model 14%
• Analytical Solution 14%
• Subgrid 14%
• Coarse Mesh 14%
• Emulation 14%
• Open Channel 14%
• Linear Interpolation 14%
• Neural Network Architecture 14%
• Physical Representation 14%
• Response Process 14%
• Mesh Resolution 14%
• Storm Surge 14%
• Solution Model 14%
• Flood Inundation 14%
• Dynamic Flow Regime 14%
• Coastal Response 14%
• Tidal River 14%
• Storm Tide 14%
• Process Hazards 14%
• Mesh Approximation 14%
• Flood Propagation 14%
• Limited Observation 14%
• Neural Network Performance 14%
• Fourier Feature Embedding 14%

Earth and Planetary Sciences

• Downscaling 100%
• Water Depth 100%
• Coastal Process 100%
• State of the Art 50%
• Climate Change 50%
• Machine Learning 50%
• Coastal Region 50%
• Diffraction 50%
• Numerical Model 50%
• Scale Model 50%
• Interpolation 50%
• Flood Plain 50%
• Storm Surge 50%
• Flood Wave 50%
• Boundary Condition 50%