Validation and uncertainty estimates for MODIS Collection 6 "Deep Blue" aerosol data

被引:476
作者
Sayer, A. M. [1 ,2 ]
Hsu, N. C. [2 ]
Bettenhausen, C. [2 ,3 ]
Jeong, M. -J. [4 ]
机构
[1] Univ Space Res Assoc, Goddard Earth Sci Technol & Res, Greenbelt, MD USA
[2] NASA, Goddard Space Flight Ctr, Greenbelt, MD 20771 USA
[3] Sci Syst & Applicat Inc, Lanham, MD USA
[4] Gangneung Wonju Natl Univ, Gangneung City, South Korea
关键词
aerosol; MODIS; AERONET; Deep Blue; validation; Collection; 6; OPTICAL DEPTH; DATA ASSIMILATION; LAND; RETRIEVAL; PRODUCTS; REFLECTANCE; ALGORITHMS; INTENSITY; AERONET;
D O I
10.1002/jgrd.50600
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
The Deep Blue aerosol optical depth (AOD) retrieval algorithm was introduced in Collection 5 of the Moderate Resolution Imaging Spectroradiometer (MODIS) product suite, and complemented the existing Dark Target land and ocean algorithms by retrieving AOD over bright arid land surfaces, such as deserts. The forthcoming Collection 6 of MODIS products will include a second generation Deep Blue algorithm, expanding coverage to all cloud-free and snow-free land surfaces. The Deep Blue dataset will also provide an estimate of the absolute uncertainty on AOD at 550 nm for each retrieval. This study describes the validation of Deep Blue Collection 6 AOD at 550 nm ((M)) from MODIS Aqua against Aerosol Robotic Network (AERONET) data from 60 sites to quantify these uncertainties. The highest quality (denoted quality assurance flag value 3) data are shown to have an absolute uncertainty of approximately (0.086+0.56(M))/AMF, where AMF is the geometric air mass factor. For a typical AMF of 2.8, this is approximately 0.03+0.20(M), comparable in quality to other satellite AOD datasets. Regional variability of retrieval performance and comparisons against Collection 5 results are also discussed.
引用
收藏
页码:7864 / 7872
页数:9
相关论文
共 32 条
[1]   Evaluation of MSG-SEVIRI mineral dust retrieval products over North Africa and the Middle East [J].
Banks, J. R. ;
Brindley, H. E. .
REMOTE SENSING OF ENVIRONMENT, 2013, 128 :58-73
[2]   An assessment of Saharan dust loading and the corresponding cloud-free longwave direct radiative effect from geostationary satellite observations [J].
Brindley, Helen E. ;
Russell, Jacqueline E. .
JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2009, 114
[3]   Intercomparison of desert dust optical depth from satellite measurements [J].
Carboni, E. ;
Thomas, G. E. ;
Sayer, A. M. ;
Siddans, R. ;
Poulsen, C. A. ;
Grainger, R. G. ;
Ahn, C. ;
Antoine, D. ;
Bevan, S. ;
Braak, R. ;
Brindley, H. ;
DeSouza-Machado, S. ;
Deuze, J. L. ;
Diner, D. ;
Ducos, F. ;
Grey, W. ;
Hsu, C. ;
Kalashnikova, O. V. ;
Kahn, R. ;
North, P. R. J. ;
Salustro, C. ;
Smith, A. ;
Tanre, D. ;
Torres, O. ;
Veihelmann, B. .
ATMOSPHERIC MEASUREMENT TECHNIQUES, 2012, 5 (08) :1973-2002
[4]   Infrared retrievals of dust using AIRS: Comparisons of optical depths and heights derived for a North African dust storm to other collocated EOS A-Train and surface observations [J].
DeSouza-Machado, S. G. ;
Strow, L. L. ;
Imbiriba, B. ;
McCann, K. ;
Hoff, R. M. ;
Hannon, S. E. ;
Martins, J. V. ;
Tanre, D. ;
Deuze, J. L. ;
Ducos, F. ;
Torres, O. .
JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2010, 115
[5]   An empirically derived emission algorithm for wind-blown dust [J].
Draxler, Roland R. ;
Ginoux, Paul ;
Stein, Ariel F. .
JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2010, 115
[6]   GLOBAL-SCALE ATTRIBUTION OF ANTHROPOGENIC AND NATURAL DUST SOURCES AND THEIR EMISSION RATES BASED ON MODIS DEEP BLUE AEROSOL PRODUCTS [J].
Ginoux, Paul ;
Prospero, Joseph M. ;
Gill, Thomas E. ;
Hsu, N. Christina ;
Zhao, Ming .
REVIEWS OF GEOPHYSICS, 2012, 50
[7]   Retrieval of aerosol properties over land surfaces: capabilities of multiple-viewing-angle intensity and polarization measurements [J].
Hasekamp, Otto P. ;
Landgraf, Jochen .
APPLIED OPTICS, 2007, 46 (16) :3332-3344
[8]   AERONET - A federated instrument network and data archive for aerosol characterization [J].
Holben, BN ;
Eck, TF ;
Slutsker, I ;
Tanre, D ;
Buis, JP ;
Setzer, A ;
Vermote, E ;
Reagan, JA ;
Kaufman, YJ ;
Nakajima, T ;
Lavenu, F ;
Jankowiak, I ;
Smirnov, A .
REMOTE SENSING OF ENVIRONMENT, 1998, 66 (01) :1-16
[9]   Deep blue retrievals of Asian aerosol properties during ACE-Asia [J].
Hsu, N. Christina ;
Tsay, Si-Chee ;
King, Michael D. ;
Herman, Jay R. .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2006, 44 (11) :3180-3195
[10]   Aerosol properties over bright-reflecting source regions [J].
Hsu, NC ;
Tsay, SC ;
King, MD ;
Herman, JR .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2004, 42 (03) :557-569