TROPOMI Data Release

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TROPOMI/Sentinel-5p Instrument

Tropospheric Monitoring Instrument (TROPOMI) aboard the Sentinel-5 Precursor (S5p) satellite was launched on 13 October 2017. TROPOMI instrument provides hyperspectral measurements in ultraviolet (UV), visible (VIS), near (NIR) and shortwave (SWIR) infrared spectral range. Though the main purpose of the instrument is trace gas characterization, it is also capable of aerosol and surface characterization. In particular, TROPOMI measurements in UV have unique information about absorption and elevation properties of aerosol. Moreover, measurements in a wide spectral range and wide sawath are very sensitive to aerosol size and surface BRDF.

GRASP Retrieval Specifications

In the framework of ESA S5p+Innovation AOD/BRDF project (https://www.grasp-sas.com/projects/aod-brdf_sentinel-5p-innovation/), the GRASP (Generalized Retrieval of Atmosphere and Surface Properties) algorithm (Dubovik et al., 2011, 2014, 2021) is adapted to the development of a product of spectral surface BRDF and aerosol information from (and for) the TROPOMI instrument. The S5p/TROPOMI GRASP aerosol and surface products contain direct retrieved aerosol and surface parameters as well as derived aerosol optical properties (spectral AOD, AODF, AODC, SSA etc.) and surface NDVI, spectral DHR (black sky albedo) and spectral BHR_iso (white sky albedo). Both aerosol and surface products are derived at spatial resolution of about 10 km and at 10 reference wavelengths (340, 367, 380, 416, 440, 494, 670, 747, 772, 2313 nm), providing possibility for extrapolations and interpolations to other spectral channels of S5p/TROPOMI measurements (Litvinov et al., 2022, in preparation; Chen et al., 2022, in preparation; TROPOMI Validation Report (VR) GRASP BRDF + AOD: issue 1.0; TROPOMI Final Report (FR) GRASP BRDF + AOD: issue 1.0).

TROPOMI/GRASP product description

The TROPOMI/GRASP product contains direct retrieved parameters as well as derived aerosol optical and microphysical properties, surface albedos and NDVI and other auxiliary parameters.

List of fields contained in the TROPOMI/GRASP product

Name Unit Dimension LongName and Description
aerosol_absorption_optical_thickness 1 (y, x, wls) Absorption Aerosol Optical Depth
aerosol_angstrom_exponent_440_670 1 (y, x) Angstrom Exponent obtained from 440 and 670nm
aerosol_dust_mode_fraction 1 (y, x) Aerosol dust mode fraction
aerosol_fine_abs_mode_fraction 1 (y, x) Aerosol fine absorbing mode fraction
aerosol_fine_mode_optical_thickness 1 (y, x, wls) Fine mode Aerosol Optical Depth
aerosol_fine_nonabs_mode_fraction 1 (y, x) Aerosol fine non-absorbing mode fraction
aerosol_mean_height_vertical_profile m (y, x) Scale height of vertical profile
aerosol_oceanic_mode_fraction 1 (y, x) Aerosol oceanic mode fraction
aerosol_optical_thickness 1 (y, x, wls) Aerosol Optical Depth
aerosol_single_scattering_albedo 1 (y, x, wls) Single Scattering Albedo
aerosol_total_column_concentration mkm (y, x) Total column volume concentration of aerosol in [mkm]
Datetime s (y, x) Unix time in seconds from 1970/01/01T00:00:00
LandPercentage 1 (y, x) Percentage of land
Latitude deg (y, x) latitude
Longitude deg (y, x) longitude
quality_assurance_index 1 (y, x) Quality assurance for AOD, AODF, AAOD, AerosolConcentration, DHR, BHR_ISO, NDVI, Ross_Li_BRDF_isotropic_parameter, LandBRDFRossLi_2, LandBRDFRossLi_3, Cox_Munk_iso_BRM_first_parameter, WaterBRMCoxMunkIso_2, WaterBRMCoxMunkIso_3. QA=1 (Marginal), QA=2 (Good), QA=3 (Very Good)
quality_assurance_index_extend 1 (y, x) Quality assurance for extend aerosol properties: AExp, SSA, VertProfileHeight, AeroModelCon. QA=1 (Marginal), QA=2 (Good), QA=3 (Very Good)
ResidualAbsolute 1 (y, x) Residual (absolute)
ResidualRelative 1 (y, x) Residual (relative)
solar_zenith_angle deg (y, x, wls) Solar zenith angle
surface_directional_hemispherical_reflectance 1 (y, x, wls) Directional Hemispherical Reflectance (Black Sky Albedo)
surface_elevation m (y, x) Meters above sea level
surface_isotropical_bihemispherical_reflectance 1 (y, x, wls) Surface Isotropic Bihemispherical Reflectance (White Sky Albedo)
surface_land_brdf_rossli_geometric _normalized 1 (y, x) Ross Li BRDF normalized geometric parameter
surface_land_brdf_rossli_isotropic 1 (y, x, wls) Ross Li BRDF isotropic parameter
surface_land_brdf_rossli_volumetric_normalized (y, x) Ross Li BRDF normalized volumetric parameter
surface_ndvi 1 (y, x) Normalized Difference Vegetation Index
surface_water_brdf_coxmunk_fresnel_fraction 1 (y, x) Fraction of water surface providing specular Fresnel reflection (free of whitecaps/foam)
surface_water_brdf_coxmunk_isotropic 1 (y, x, wls) Isotropic reflectance of water body
surface_water_brdf_coxmunk_msq_slope 1 (y, x) Mean square slope of Cox-Munk model
wavelength mkm wls wavelength
x x WGS84 coordinates (easting)
xs x x-coordinates in segmenting space
y y WGS84 coordinates (northing)
ys y y-coordinates in segmenting space

Recommendation for TROPOMI/GRASP data users

The best data from the dataset can be selected according to  the quality assurance index:

  1. Quality_assurance_index
  2.  Quality_assurance_index_extended

All pixels with Quality_assurance_index=2 or 3 guarantees good (value 2) or high (value 3) quality of the retrieval.

“Quality_assurance_index” is applied for such characteristics as: AOD, AODF (fine mode AOD), AAOD, AerosolConcentration, DHR (surface_directional_hemispherical_reflectance), BHR_ISO (surface_isotropical_bihemispherical_reflectance), NDVI, surface BRDF parameters over land and ocean (Ross_Li_BRDF_ parameters and Cox_Munk parameters).

“Quality_assurance_index_extend” can be applied to extend aerosol properties: Angstrom Exponent (AExp), SSA, VertProfileHeight, AeroModelCon.

The NetCDF files contain the description to which characteristics the quality indices are applicable.

Any publication, presentation, or other derivative work based on these results shall acknowledge its use. 

Example of acknowledgment:
The authors would like to acknowledge GRASP and CloudFlight teams for GRASP/S5p datasets obtained in the framework of ESA S5p+Innovation AOD/BRDF project (https://www.grasp-sas.com/projects/aod-brdf_sentinel-5p-innovation/).

The following documents are recommended as references:

  1. Dubovik, O., Fuertes, D., Lytvynov, P. et al. A Comprehensive Description of Multi-Term LSM for Applying Multiple Priori Constraints in Problems of Atmospheric Remote Sensing: GRASP Algorithm, Concept, and Applications, Front. Remote Sens., doi: 10.3389/frsen.2021.706851, 2021.
  2. Litvinov et al., 2022. Part I (in preparation, the reference will be updated)
  3. Chen et al., 2022. Part II (in preparation, the reference will be updated))
  4. S5p+Innovation Validation Report (VR): GRASP BRDF + AOD: issue 1.0 – Final, 2021-07-11.
  5. S5p+Innovation Final Report (FR): GRASP BRDF + AOD: issue 1.0 – Final, 2022-03-17.

Results and validation

Figures 1-3 shows validation of S5p/TROPOMI GRASP aerosol products (AOD 550 nm, AE 412/670,  AODF and SSA 550 nm) validation with AERONET measurements for one year of the products (from March 2019 till February 2020). The QA and QAExtend are used to select retrievals with good quality, for more detailed validation results, please refer to Litvinov et al. (2022, in preparation) and  Chen et al. (2022, in preparation).

Figure 1: Validation of S5p/TROPOMI GRASP aerosol products (AOD 550 nm, AE 412/670 and AODF 550 nm) versus AERONET over land.

Figure 2: Validation of S5p/TROPOMI GRASP aerosol products (AOD 550 nm, AE 412/670 and AODF 550 nm) versus AERONET over ocean.

 

Figure 3: Validation of S5p/TROPOMI GRASP SSA (550 nm) versus AERONET.

Public files:

Level 3: a regular grid in ~0.1 degree resolution (see File description)

  • Daily
  • Monthly
  • Seasonal

The TROPOMI/GRASP aerosol and surface product is contained in NetCDF-4 files typically named as:

GRASP_TROPOMI_L3_YYYYMMDD.full.nc,

where YYYY is processed, MM is month and DD is a day. The file format is NetCDF-4. The fields that are contained in the product file are listed in Table 1.

The GRASP Tropomi product is provided in a regular grid in a 10km resolution. The resolution is converted to a longitude value at the equator using the formula:

resolution / (mean_earth_radius * 2 * pi) * 360

With a resolution of 10000 m and a mean earth radius of 6371008.8 m this results in a ~0.09° step size. Then a rectilinear grid is constructed with a pixel every ~0.09° lat / lon. For a global processing this results in a 4000×1700 grid. All of the Tropomi products we are using are then remapped to that regular grid.

Download of GRASP products is available via the current Products page. You have two options:

  • Interactively via the website and the normal GRASP Single-Sign-On (click the ‘Download’ button above).
  • Using HTTPS Basic Authentication for downloading data in a batch script (useful for big amount of files). Click ‘Download’ above, the wget command appears in the bottom of the webpage. When a new directory is accessed, the wget command will be automatically updated to download all the data files that fall under this directory.

For longer running downloads we advise to use a tool like screen or tmux. This would allow you to detach from the running process, leaving the download in the background.

Note: GRASP Cloud currently offers only a HTTPS Basic Authentication download possibility. FTP / FTPS / SFTP is not supported. Unfortunately tools like Filezilla will not work.

Popular alternatives to wget include curl, python requests and many more

  • The cloud mask scheme is a bit strict which filters some aerosol events.
  • Based on our validation exercise, the UV AODs are slightly overestimated (0.03-0.04).

Please, contact us if you identify anything else unusual.