Code by Paolo Fazzini linked to the article "Forecasting PM levels using machine learning models in polar areas: a comparative study" by Fazzini, Montuori, Pasini, Cuzzucoli, Crotti, Campana, Petracchini and Dobricic. See the article for details.
Tested with Ubuntu 18.04.
Example: python main.py "FI_5_101983" "esn_2"
To import the related conda environment, use prediction.yml
If you find this useful in your research, please cite our paper "Forecasting PM10 Levels Using Machine Learning Models in the Arctic: A Comparative Study". Here's the BibTeX reference:
@Article{Fazzini2023pm10,
AUTHOR = {Fazzini, Paolo and Montuori, Marco and Pasini, Antonello and Cuzzucoli, Alice
and Crotti, Ilaria and Campana, Emilio Fortunato and Petracchini, Francesco and Dobricic, Srdjan},
TITLE = {Forecasting PM10 Levels Using Machine Learning Models in the Arctic: A Comparative Study},
JOURNAL = {Remote Sensing},
VOLUME = {15},
YEAR = {2023},
NUMBER = {13},
ARTICLE-NUMBER = {3348},
URL = {https://www.mdpi.com/2072-4292/15/13/3348},
ISSN = {2072-4292},
DOI = {10.3390/rs15133348}
}