Global evaluation of sentinel 2 level 2A Sen2Cor aerosol optical thickness retrievals

被引:0
作者
Kumar, Akhilesh [1 ]
Mehta, Manu [1 ]
机构
[1] Indian Inst Remote Sensing, Photogrammetry & Remote Sensing Dept, Dehra Dun, India
关键词
Sentinel; 2; AOT; AERONET; evaluation; Sen2Cor; regional AOT analysis; MODIS; DEPTH; LAND; ALGORITHM; VALIDATION; AERONET; MULTIANGLE; SATELLITE; PRODUCTS;
D O I
10.1080/01431161.2024.2421947
中图分类号
TP7 [遥感技术];
学科分类号
081102 ; 0816 ; 081602 ; 083002 ; 1404 ;
摘要
The present study aims to conduct the first known comprehensive global evaluation of Aerosol Optical Thickness (AOT) retrievals derived from the Sentinel 2 Sen2Cor algorithm between 2018 and 2022, using data from over 400 AERONET stations. The results indicate that Sentinel 2 tends to underestimate AOT, especially at higher aerosol loadings. Although there appears to be a good overall correlation (r = 0.57) with low RMSE (0.16) and relative mean bias (RMB = -2.46%) between AERONET and Sentinel 2 AOT datasets, regional analysis reveals significant variation in performance across regions, with areas like Europe and Americas exhibiting stronger correlations and lower RMSE than others like Indian subcontinent and Southern Africa. Temporal analysis also suggests an improvement in Sentinel 2 performance, particularly in capturing extreme AOT values in 2022. While elevation does not appear to have any noticeable impact on AOT estimation, slight variations could be observed over certain land cover types like sparse vegetation and permanent water bodies. Though improvements are certainly required over certain geographical regions like Indian subcontinent, Sentinel 2 AOT can, nevertheless, be reliably used for aerosol studies in urban areas or at a finer spatial resolution, especially in Europe, Mainland U.S.A. and East Asia.
引用
收藏
页码:728 / 744
页数:17
相关论文
共 33 条
[1]   Integration of Surface Reflectance and Aerosol Retrieval Algorithms for Multi-Resolution Aerosol Optical Depth Retrievals over Urban Areas [J].
Bilal, Muhammad ;
Mhawish, Alaa ;
Ali, Md. Arfan ;
Nichol, Janet E. ;
de Leeuw, Gerrit ;
Khedher, Khaled Mohamed ;
Mazhar, Usman ;
Qiu, Zhongfeng ;
Bleiweiss, Max P. ;
Nazeer, Majid .
REMOTE SENSING, 2022, 14 (02)
[2]   Retrieval of aerosol optical properties from OMI radiances using a multiwavelength algorithm: Application to western Europe [J].
Curier, R. L. ;
Veefkind, J. P. ;
Braak, R. ;
Veihelmann, B. ;
Torres, O. ;
de Leeuw, G. .
JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2008, 113 (D17)
[3]   Comparison of SNAP-Derived Sentinel-2A L2A Product to ESA Product over Europe [J].
Djamai, Najib ;
Fernandes, Richard .
REMOTE SENSING, 2018, 10 (06)
[4]   Atmospheric Correction Inter-comparison eXercise, ACIX-II Land: An assessment of atmospheric correction processors for Landsat 8 and Sentinel-2 over land [J].
Doxani, Georgia ;
Vermote, Eric F. ;
Roger, Jean-Claude ;
Skakun, Sergii ;
Gascon, Ferran ;
Collison, Alan ;
De Keukelaere, Liesbeth ;
Desjardins, Camille ;
Frantz, David ;
Hagolle, Olivier ;
Kim, Minsu ;
Louis, Jerome ;
Pacifici, Fabio ;
Pflug, Bringfried ;
Poilve, Herve ;
Ramon, Didier ;
Richter, Rudolf ;
Yin, Feng .
REMOTE SENSING OF ENVIRONMENT, 2023, 285
[5]   Atmospheric Correction Inter-Comparison Exercise [J].
Doxani, Georgia ;
Vermote, Eric ;
Roger, Jean-Claude ;
Gascon, Ferran ;
Adriaensen, Stefan ;
Frantz, David ;
Hagolle, Olivier ;
Hollstein, Andre ;
Kirches, Grit ;
Li, Fuqin ;
Louis, Jerome ;
Mangin, Antoine ;
Pahlevan, Nima ;
Pflug, Bringfried ;
Vanhellemont, Quinten .
REMOTE SENSING, 2018, 10 (02)
[6]   A flexible inversion algorithm for retrieval of aerosol optical properties from Sun and sky radiance measurements [J].
Dubovik, O ;
King, MD .
JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2000, 105 (D16) :20673-20696
[7]   Copernicus Sentinel-2A Calibration and Products Validation Status [J].
Gascon, Ferran ;
Bouzinac, Catherine ;
Thepaut, Olivier ;
Jung, Mathieu ;
Francesconi, Benjamin ;
Louis, Jerome ;
Lonjou, Vincent ;
Lafrance, Bruno ;
Massera, Stephane ;
Gaudel-Vacaresse, Angelique ;
Languille, Florie ;
Alhammoud, Bahjat ;
Viallefont, Francoise ;
Pflug, Bringfried ;
Bieniarz, Jakub ;
Clerc, Sebastien ;
Pessiot, Laetitia ;
Tremas, Thierry ;
Cadau, Enrico ;
De Bonis, Roberto ;
Isola, Claudia ;
Martimort, Philippe ;
Fernandez, Valerie .
REMOTE SENSING, 2017, 9 (06)
[8]  
Gcos W., 2011, Systematic observation requirements for satellite-based products for climate: Supplemental details to the satellite-based component of the "Implementation Plan for the Global Observing System for Climate in Support of the UNFCCC (2010 update). GCOS 154
[9]   MEASUREMENTS OF ATMOSPHERIC AEROSOL OPTICAL THICKNESS OVER WATER USING ERTS-1 DATA [J].
GRIGGS, M .
JOURNAL OF THE AIR POLLUTION CONTROL ASSOCIATION, 1975, 25 (06) :622-626
[10]   Validation of MODIS 3 km land aerosol optical depth from NASA's EOS Terra and Aqua missions [J].
Gupta, Pawan ;
Remer, Lorraine A. ;
Levy, Robert C. ;
Mattoo, Shana .
ATMOSPHERIC MEASUREMENT TECHNIQUES, 2018, 11 (05) :3145-3159