Physics-Guided Deep Learning for Fluid Dynamics - Rose Yu

Physics-Guided Deep Learning for Fluid Dynamics - Rose Yu

Kavli Institute for Theoretical Physics via YouTube Direct link

Ablation Study

20 of 20

20 of 20

Ablation Study

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Physics-Guided Deep Learning for Fluid Dynamics - Rose Yu

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

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