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DOI10.1016/j.atmosenv.2021.118784
Evaluation and comparison of MODIS and VIIRS aerosol optical depth (AOD) products over regions in the Eastern Mediterranean and the Black Sea
Ettehadi Osgouei P.; Roberts G.; Kaya S.; Bilal M.; Dash J.; Sertel E.
发表日期2022
ISSN1352-2310
卷号268
英文摘要Aerosol loading has direct and indirect impacts on radiative forcing and climate; additionally, exposure to high aerosol concentrations has adverse effects on human health. Several inversion algorithms are used to retrieve aerosol properties, primarily aerosol optical depth (AOD). Satellite aerosol products are available from several moderate spatial resolution sensors and provide information on the spatial and temporal dynamics of aerosol concentration. This study provides an evaluation and inter-comparison of multiple aerosol products from Terra and Aqua Moderate Resolution and Imaging Spectroradiometer (MODIS) and Suomi National Polar-Orbiting Partnership (Suomi NPP) Visible-Infrared Imager Radiometer Suite (VIIRS) between 2014 and 2018 in the Eastern Mediterranean and the Black Sea. This evaluation focuses on four MODIS aerosol products including Dark Target (DT) AOD retrievals at 10-km and 3-km spatial resolutions, Deep Blue (DB) AOD retrievals at10-km spatial resolution, Multi-Angle Implementation of Atmospheric Correction (MAIAC) AOD retrievals at 1-km spatial resolution, and VIIRS DB AOD retrievals at 6-km spatial resolution. Satellite-based AOD retrievals are validated against in-situ AOD measurements from three AERONET ground stations located in urban/land, rural/coastal, and ocean surfaces. The results show that Pearson's correlation coefficient (r) between the satellite AOD retrievals and AERONET AOD measurements range between 0.45 and 0.93 whilst the Root-Mean-Squared Errors (RMSE) varies from 0.047 to 0.159 which highlights the reliability of satellite AOD retrievals' in the region. The best performing products over the urban/land surface are the MODIS MAIAC and VIIRS DB aerosol products with the RMSE of 0.048–0.061 and a higher percentage (81%–89%) of retrievals falling within expected error for land. Over the ocean, the MODIS DT aerosol products have the lowest errors (RMSE 0.047–0.061) and the highest percentage (70%–80%) of retrievals falling within the expected error. The performances of all algorithms over the rural/coastal region are poorer in terms of over- and under-estimations of AOD with a small percentage of retrievals (48%–87%) within expected error. Among the satellite aerosol products, the VIIRS aerosol product performs better over the coastal area in terms of high correlation coefficient (r = 0.88), low error (RMSE = 0.059), and the large percentage of retrievals within expected error (88%). The poor performance found over the more complex coastal regions suggests further improvements are needed in land-water-sediment masks, surface reflectance estimation, and aerosol model assumptions over mixed surface types. The aerosol products show the highest agreement (r ∼ 0.77–0.98) over the ocean surface whilst the coastal site aerosol products verified the greatest dissimilarity in aerosol loading variations (r ∼ 0.50–0.91). Lastly, the good correlation (r > 0.73) between the VIIRS and MODIS AOD products illustrates the potential of VIIRS to provide aerosol data continuity with MODIS. © 2021 Elsevier Ltd
关键词AERONETAerosolsDBDTInter-comparisonsMAIACMODISValidationVIIRS
语种英语
scopus关键词Atmospheric aerosols; Atmospheric radiation; Errors; Image resolution; Mean square error; Optical correlation; Optical properties; Orbits; Radiometers; Rural areas; Satellite imagery; AERONET; Dark target; Deep blue; Imaging spectroradiometers; Intercomparisons; Moderate resolution; Moderate resolution and imaging spectroradiometer; Multi-angle implementation of atmospheric corrections; Validation; Visible-infrared imager-radiometer suites; Supercomputers; AERONET; aerosol; comparative study; MODIS; optical depth; radiative forcing; satellite altimetry; spatial resolution; spectral reflectance; Suomi NPP; surface reflectance; VIIRS; aerosol; air pollution; air sampling; albedo; Article; Black Sea; coastal waters; comparative study; controlled study; correlation coefficient; evaluation study; information retrieval; Mediterranean Sea; optical depth; particle size; seashore; seasonal variation; sensitivity analysis; spatial analysis; suburban area; surface property; urban area; vegetation; Black Sea; Mediterranean Sea
来源期刊ATMOSPHERIC ENVIRONMENT
文献类型期刊论文
条目标识符http://gcip.llas.ac.cn/handle/2XKMVOVA/248164
作者单位Department of Communication Systems, Institute of Informatics, Istanbul Technical University, Istanbul, 34469, Turkey; Geography and Environmental Science, University of Southampton, Building 44, Southampton, SO17 1BJ, United Kingdom; Department of Geomatics Engineering, Istanbul Technical University, Istanbul, 34469, Turkey; Lab of Environmental Remote Sensing (LERS), School of Marine Sciences (SMS), Nanjing University of Information Science and Technology (NUIST), Nanjing, 210044, China
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Ettehadi Osgouei P.,Roberts G.,Kaya S.,et al. Evaluation and comparison of MODIS and VIIRS aerosol optical depth (AOD) products over regions in the Eastern Mediterranean and the Black Sea[J],2022,268.
APA Ettehadi Osgouei P.,Roberts G.,Kaya S.,Bilal M.,Dash J.,&Sertel E..(2022).Evaluation and comparison of MODIS and VIIRS aerosol optical depth (AOD) products over regions in the Eastern Mediterranean and the Black Sea.ATMOSPHERIC ENVIRONMENT,268.
MLA Ettehadi Osgouei P.,et al."Evaluation and comparison of MODIS and VIIRS aerosol optical depth (AOD) products over regions in the Eastern Mediterranean and the Black Sea".ATMOSPHERIC ENVIRONMENT 268(2022).
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