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Classroom Contents
Physics-Guided Deep Learning for Fluid Dynamics - Rose Yu
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- 1 Intro
- 2 Promise of Deep Learning
- 3 Deep Learning for Fluid Dynamics
- 4 Accelerating Turbulence Simulation
- 5 Hybrid Learning Framework
- 6 Turbulent-Flow Net
- 7 Data Description
- 8 Prediction Performance
- 9 Physical Consistency
- 10 Prediction Visualization
- 11 Incorporating Symmetry for Generalization
- 12 Group Equivariance
- 13 Equivariant Networks
- 14 Weight Symmetry
- 15 Symmetry of Differential Systems
- 16 Symmetry: Scaling
- 17 Ocean Currents Forecast
- 18 Conclusion
- 19 Acknowledgment
- 20 Ablation Study
