Earth System Emulation - Duncan Watson-Parris #CLIMATE-C21

Earth System Emulation - Duncan Watson-Parris #CLIMATE-C21

Kavli Institute for Theoretical Physics via YouTube Direct link

Constraining parametric uncertainty

9 of 19

9 of 19

Constraining parametric uncertainty

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Earth System Emulation - Duncan Watson-Parris #CLIMATE-C21

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

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