Physics-Guided Deep Learning for Fluid Dynamics - Rose Yu
Kavli Institute for Theoretical Physics via YouTube
Overview
Syllabus
Intro
Promise of Deep Learning
Deep Learning for Fluid Dynamics
Accelerating Turbulence Simulation
Hybrid Learning Framework
Turbulent-Flow Net
Data Description
Prediction Performance
Physical Consistency
Prediction Visualization
Incorporating Symmetry for Generalization
Group Equivariance
Equivariant Networks
Weight Symmetry
Symmetry of Differential Systems
Symmetry: Scaling
Ocean Currents Forecast
Conclusion
Acknowledgment
Ablation Study
Taught by
Kavli Institute for Theoretical Physics