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Aerosol-Cloud Interactions: Predicting Cloud Condensation Nuclei from AOS Measurements (Total Smokeshow)

DOI

arms-race

Explainable XGBoost machine learning model for prediction of cloud condensation nucleai (at 10m) from other measurable aerosol quantities.

Project Scope

  • Develop and train a ML model to obtain 10-m estimates of CCN from aerosol properties.
  • Use explainable AI to test model understanding of physics

Final Presentation