Published August 29, 2024 | Version v1
Dataset Open

S-MESh based daily 1km surface PM2.5 over Europe for the years 2021-2022

Description

These datasets consist of estimated daily surface PM2.5 concentrations over Europe at ~1km spatial resolution for the years 2021-2022 in tiff file format generated using our Satellite and ML-based Estimation of Surface air quality at High resolution (S-MESH) model. The S-MESH model for PM2.5 generates surface PM2.5 over Europe by downscaling CAMS regional forecast using satellite AOD and other meteorological parameters through a stacked XGBoost model. The downscaled S-MESH products have accuracies similar to CAMS regional interim reanalysis. More details on this methodology and study can be found in the related research article  https://doi.org/10.1016/j.envres.2024.120363

The attached dataset files are zipped into 2 folders each corresponding to a year and can be unzipped from command line using "tar -xvzf filename.tar.gz". Each tiff file represents daily PM2.5 and is a single band image with an extent of 26°W-45°E and 34°N–72°N in EPSG:4326 - WGS 84 projection. 

This work was primarily supported by a PhD fellowship from the Norwegian Research Council under grant agreement 321851.

Files

Files (23.5 GB)

Name Size Download all
md5:e870de500569055fa717776c2e70b96d
11.7 GB Download
md5:226adaa6f67de15961155f8ff8e118a1
11.8 GB Download

Additional details

Related works

References
Journal article: 10.1016/j.envres.2024.120363 (DOI)

Funding

The Research Council of Norway

References

  • Shetty, Shobitha, et al. Daily High-Resolution Surface PM2.5 Estimation Over Europe by ML-Based Downscaling of the CAMS Regional Forecast. Environmental Research, 312, 120363. https://doi.org/10.1016/j.envres.2024.120363