michael-ra/climate_change

Prediction of wildfires in the future.

AI for Climate - Forest Fires

For more information see http://www.aivcc.uos.de <http://www.aivcc.uos.de/wordpress/index.php/about/>_.

Motivation

Data

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Methods and Scripts

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To predict monthly forest fire counts per Modis tile do the following:

For training and validation on ERA5 data run:

$ python preprocess_for_train.py
$ python train_val_regressor.py --mode val

For predicting with CMIP projections run:

$ python preprocess_for_prediction.py
$ python train_val_regressor.py --mode pred
$ python rf_prediction.py
$ python post_process_prediction.py

Results