
2026 ARM Summer School Project¶
Random Forest Machine Learning Algorithm Development to Classify Arctic Cloud Phase at ARM’s North Slope Alaska Facility
Project Scope¶
Mixed-phase clouds have an impact on the radiative fluxes in the Arctic
Use ground-based and aircraft ARM Data to study clouds and preciptiation in the Arctic.
Train and evaluate a machine learning model to classify cloud phase.
Final Presentation¶
- Nairy, C., Chan, K., Cresanti, A., Dorough, A., Lin, L., Rinke, T., Zhang, Q. (Vera), Pratap Singh, S., Dzambo, A., & O’Brien, J. R. (2026). 2026 ARM Summer School Project - Atmospheric Radiation Measurement Synergy: Radar, Aerosol, Cloud and Energy (ARMS-Race). Zenodo. 10.5281/ZENODO.20820988