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Earth System Emulation - Duncan Watson-Parris #CLIMATE-C21
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- 1 Intro
- 2 ML for Weather and Climate are worlds apart
- 3 Machine leaming for weather and dimate are worlds apart
- 4 Climate projections: CMIP6
- 5 Sources of uncertainty
- 6 Exploring parametric uncertainty
- 7 Emulation
- 8 Sampling
- 9 Constraining parametric uncertainty
- 10 ESEm: Earth System Emulator
- 11 Exploring scenario uncertainty
- 12 Hackathon Models
- 13 LSTM Model
- 14 Causal Effect of Aerosol on Cloud Type
- 15 Summary
- 16 ClimateBench overview
- 17 Implausibility
- 18 Cloud Types Along Trajectories
- 19 Evaluation
