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A Deep Learning Parameterization of Gravity Wave Drag Coupled to an Atmospheric Global Climate Model - Aditi Sheshadri
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- 1 Intro
- 2 Gravity waves are ubiquitous..
- 3 Big source of uncertainty in climate prediction
- 4 Data Wave
- 5 Proof of concept.. Idealized model test
- 6 Model architecture - WaveNet
- 7 WaveNet does pretty well!
- 8 Predicting the QBO
- 9 Learning' one year is sufficient
- 10 Stable for 100 y times when run online
- 11 Increased CO2-WaveNet generalizes
- 12 QBO period, amplitude decrease
- 13 Future directions
- 14 Project Loon
- 15 Loon provides unprecedented coverage
- 16 Localize and analyze packets of gravity waves in time
- 17 Horizontal winds dominant predictors
