Emulating global mean values of a climate model using a gradient boosted decision tree
Abstract
The tuning_and_training.ipynb notebook is where the hyperparameter tuning and the training of the model happens. Additionally, data from MPI-ESM1.2 ECHAM and MPIOM modules is needed.
Fields of Study & Subjects
Climate variability and models
Meteorological Phenomena and Simulations
Climate Change and Geoengineering
Publication details
- Journal / source
- Zenodo (CERN European Organization for Nuclear Research)
- Publication date
- 16 January 2026
- Document type
- Book