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The main difficulty of the atmospheric correction comes from the determination of the aerosols optical properties: one has to know the optical properties of the aerosol type present in the atmosphere and determine their optical thickness. Using Sentinel-2 data to determine the aerosol type is very complicated, and our MAJA processor, used to generate Theia L2A products, only computes the aerosol optical thickness, while assuming a specific aerosol type. The current operational version of the MAJA processor uses a constant aerosol type during the atmospheric correction, independently from the location and from the time of the year, thus affecting the quality of the atmospheric correction if the chosen aerosol type is not appropriate. As an alternative, we tried to use the information from CAMS (Copernicus Atmosphere Monitoring Service), whichprovides forecasts of the Aerosol Optical Thickness (AOT, see figure below) of five different aerosol types: dust, black carbon, sea salt, sulfate and organic matter.
Initially, the objective was to avoid selecting a particular method or aerosol type according to the site being processed. Introducing CAMS information allows a variable aerosol type and is a suitable choice to significantly increase the performances over arid sites, and to keep almost the same performances over vegetated sites. More details about this study can be found in the article “Using Copernicus Atmosphere Monitoring Service Products to Constrain the Aerosol Type in the Atmospheric Correction Processor MAJA” published in Remote Sensing and available here.
Thank you for sharing this information. I would like to ask: are the five CAMS aerosol types already used in the correction of L2A images available on THEIA?Also, do you have any experience in the use of the derived AOT in studying air pollution. Some work has been done on this using MODIS, but I haven’t seen it yet with Sentinel-2.
The five CAMS aerosol types are not used within THEIA yet, but will soon be available, as explained in this article:https://labo.obs-mip.fr/multitemp/?p=14694Regarding the use of the AOT to study the air pollution, you can have a look at this recently published paper from Li et. al.https://www.mdpi.com/2072-4292/11/2/122They use AOT derived from Landsat-8 and Sentinel-2A.
thank you for your answer.