S-MESh based daily 1km surface PM2.5 over Europe for the years 2021-2022
Creators
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 |
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md5:e870de500569055fa717776c2e70b96d
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11.7 GB | Download |
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md5:226adaa6f67de15961155f8ff8e118a1
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11.8 GB | Download |
Additional details
Identifiers
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