Estimated surface NO2 over Europe for the year 2019-2021
Authors/Creators
- 1. Norwegian Institute for Air Research & University of Oslo
- 2. Philipp
- 3. Kerstin
- 4. Paul
- 5. Arve
- 6. Terje
Description
These datasets consist of estimated daily surface NO2 concentrations over Europe at ~1km spatial resolution in tiff file format generated using S-MESH model and is part of the research article https://doi.org/10.1016/j.rse.2024.114321. Files are zipped into 3 folders each corresponding to a year and can be unzipped from command line using "tar -xvzf filename.tar.gz". Each file represents surface NO2 during the Sentinel-5P satellite overpass time and the file is named based on the date of measurement. Each tiff file is a single band image with an extent of 25°W-42.5°E & 29.9-74.28°N in EPSG:4326 - WGS 84 projection. The surface NO2 concentrations are estimated using Sentinel-5P TROPOMI tropospheric column density and a XGBoost machine learning model. The overall median absolute error of the model predictions across Europe is 4.43μg/m3
Summary
- Data: NO2 concentrations over Europe at ~1km spatial resolution
- Time Period: 2019-2021
- Methodology: Using Sentinel-5P TROPOMI NO2 and XGBoost
- More information in the article https://authors.elsevier.com/sd/article/S0034-4257(24)00339-0 or https://doi.org/10.1016/j.rse.2024.114321
Files
Additional details
Funding
- The Research Council of Norway
References
- Shetty, S., Schneider, P., Stebel, K., David Hamer, P., Kylling, A., & Koren Berntsen, T. (2024). Estimating surface NO2 concentrations over Europe using Sentinel-5P TROPOMI observations and Machine Learning. Remote Sensing of Environment, 312, 114321. https://doi.org/https://doi.org/10.1016/j.rse.2024.114321