Long-term statistical assessment of Aqua-MODIS aerosol optical depth over coastal regions: bias characteristics and uncertainty sources

References

• ATBD. Algorithm for Remote Sensing of Tropospheric Aerosol from MODIS: Collection 5. 2006. Product ID: MOD04/MYD04. Online at: http://modis.gsfc.nasa.gov/data/atbd/atbd_mod02.pdf .
   Google Scholar
• Ahmad Z , Franz B. A , Charles C. R , Kwiatkowska E. J , Werdell J , co-authors . New aerosol models for the retrieval of aerosol optical thickness and normalized water-leaving radiances from the SeaWiFS and MODIS sensors over coastal regions and open oceans. Appl. Opt. 2010; 49: 5545–5560.
   PubMed Web of Science ®Google Scholar
• Bailey S. W , Franz B. A , Werdell P. J . Estimations of near-infrared water-leaving reflectance for satellite ocean color data processing. Optic Express. 2010; 18: 7521–7527.
   PubMed Web of Science ®Google Scholar
• Brunke M , Wang Z , Zeng X , Bosilovich M , Shie C.-L . An Assessment of the Uncertainties in ocean surface turbulent fluxes in 11 reanalysis, satellite-derived, and combined global datasets. J. Clim. 2011; 24: 5469–5493.
   Web of Science ®Google Scholar
• Charlson R , Shwartz S , Hales J , Cess R , Coakley J , co-authors . Climate forcing by anthropogenic aerosols. Science. 1992; 255: 423–430.
   PubMed Web of Science ®Google Scholar
• Cox C , Munk W . Statistics of the sea surface derived from sun glitter. J. Marit. Sci. 1954; 13: 198–227.
   Google Scholar
• Drury E , Jacob D. J , Wang J , Spurr R. J. D , Chance K . Improved algorithm for MODIS satellite retrievals of aerosol optical depths over land. J. Geophys. Res. 2008; 113: 16204.
   Web of Science ®Google Scholar
• Eck T , Holben B , Reid J , Dubovik O . Wavelength dependence of the optical depth of biomass burning, urban, and desert dust aerosols. J. Geophys. Res. 1999; 104: 31333–31349.
   Web of Science ®Google Scholar
• Gordon H. R . Atomspheric correction of ocean color imagery in the earth observing system era. J. Geophys. Res. 1997; 102(102): 17081–17106.
   Web of Science ®Google Scholar
• Gordon H. R , Clark D. K . Clear water radiances for atmospheric correction of coastal zone color scanner imagery. Appl Optic. 1981; 20: 4175–4180.
   PubMed Web of Science ®Google Scholar
• Gordon H. R , Wang M . Retrieval of water-leaving radiance and aerosol optical thickness over the oceans with SeaWiFS: a preliminary algorithm. Appl. Opt. 1994; 33: 443–452.
   PubMed Web of Science ®Google Scholar
• Goyensa C , Jameta C , Schroederb C . Evaluation of four atmospheric correction algorithms for MODIS-Aqua images over contrasted coastal waters. Remote Sens. Environ. 2013; 131: 63–75.
   Web of Science ®Google Scholar
• Hoff R , Christopher S. A . Remote sensing of particulate matter air pollution from space: have we reached the promised land?. J. Air Waste Manage. Assoc. 2009; 59: 642–675.
   Web of Science ®Google Scholar
• Holben B , Eck T , Slutsker I , Tanre D , Buis J. P , co-authors . AERONET – a federated instrument network and data archive for aerosol characterization. Remote Sens. Environ. 1998; 66: 1–16.
   Web of Science ®Google Scholar
• Holt E , Wang J . Trends of wind speed at wind turbine height of 80 m over the contiguous United States using the North American Regional Reanalysis (NARR). J. Appl. Meteorol. Climatol. 2012; 51: 2188–2202.
   Web of Science ®Google Scholar
• Hsu N. C , Gautam R , Sayer A. M , Bettenhausen C , Li C , co-authors . Global and regional trends of aerosol optical depth over land and ocean using SeaWiFS measurements from 1997 to 2010. Atmos. Chem. Phys. Discuss. 2012; 12: 8465–8501.
   Web of Science ®Google Scholar
• Hu C , Chen Z , Clayton T. D , Swarzenski P , Brock J. C , co-authors . Assessment of estuarine water-quality indicators using MODIS medium-resolution bands: initial results from Tampa Bay, Florida. Remote Sens. Environ. 2004; 93: 423–441.
   Web of Science ®Google Scholar
• Hyer E. J , Reid J. S , Zhang J . An over-land aerosol optical depth data set for data assimilation by filtering, correction, and aggregation of MODIS Collection 5 optical depth retrievals. Atmos. Meas. Tech. 2011; 4: 379–408.
   Web of Science ®Google Scholar
• Ichoku C , Chu D , Mattoo S , Kaufman Y , Remer L , co-authors . A spatio-temporal approach for global validation and analysis of MODIS aerosol products. Geophys. Res. Lett. 2002; 29: 1–4.
   Web of Science ®Google Scholar
• Ichoku C , Remer L. A , Eck T. F . Quantitative evaluation and intercomparison of morning and afternoon Moderate Resolution Imaging Spectroradiometer (MODIS) aerosol measurements from Terra and Aqua. J. Geophys. Res. 2005; 110: 10S03.
   Web of Science ®Google Scholar
• IPCC. Solomon S , Qin D , Manning M , Chen Z , Marquis M , co-authors . Contribution of working group I to the Fourth Assessment Report of the intergovernmental panel on climate change. Climate Change 2007: The Physical Science Basis.
   Google Scholar
• Kahn R. A , Gaitley B. J , Martonchik J. V , Diner D. J , Crean K. A , co-authors . Multiangle Imaging Spectroradiometer (MISR) global aerosol optical depth validation based on 2 years of coincident Aerosol Robotic Network (AERONET) observations. J. Geophys. Res. 2005; 110: 1–16.
   Web of Science ®Google Scholar
• Kennedy A , Dong X , Xi B , Xie S , Zhang Y , co-authors . A comparison of MERRA and NARR reanalyses with the DOE ARM SGP Data. J. Climate. 2011; 24: 4541–4557.
   Web of Science ®Google Scholar
• Kinne S . Monthly averages of aerosol properties: a global comparison among models, satellite data, and AERONET ground data. J. Geophys. Res. 2003; 108: 4634, D20.
   Web of Science ®Google Scholar
• Kleidman R , Smirnov A , Levy R , Mattoo S , Tanre D . Evaluation and wind speed dependence of MODIS aerosol retrievals over open ocean. IEEE Trans. Geosci. Remote Sens. 2012; 50: 429–435.
   Web of Science ®Google Scholar
• Lavagnini A , Sempreviva A , Transerici C , Accadia C , Casaioli M , co-authors . Offshore wind climatology over the Mediterranean basin. Wind Energy. 2005; 9: 251–266.
   Web of Science ®Google Scholar
• Levy R , Remer L , Dubovik O . Global aerosol optical properties and application to Moderate Resolution Imaging Spectroradiometer aerosol retrieval over land. J. Geophys. Res. 2007; 112: 1–15.
   Web of Science ®Google Scholar
• Levy R , Remer L , Kleidman R , Mattoo S , Ichoku C , co-authors . Global evaluation of the Collection 5 MODIS dark-target aerosol products over land. Atmos. Chem. Phys. 2010; 10: 10399–10420.
   Web of Science ®Google Scholar
• Li R.-R , Kaufman Y , Gao B.-C , Davis C . Remote sensing of suspended sediments and shallow coastal waters. IEEE Trans. Geosci. Remote Sens. 2003; 41: 559–566.
   Web of Science ®Google Scholar
• Li Z , Niu F , Lee K.-H , Xin J , Hao W.-M , co-authors . Validation and understanding of Moderate Resolution Imaging Spectroradiometer aerosol products (C5) using ground-based measurements from the handheld Sun photometer network in China. J. Geophys. Res. 2007; 112: 22S07.
   Web of Science ®Google Scholar
• Li Z , Zhao X , Kahn R , Mishchenko M , Remer L , co-authors . Uncertainties in satellite remote sensing of aerosols and impact on monitoring its long-term trend: a review and perspective. Ann. Geophys. 2009; 27: 1–16.
   Web of Science ®Google Scholar
• Martín M , Cremades L , Santabàrbara J . Analysis and modeling of time series of surface wind speed and direction. Int. J. Climatol. 1999; 19: 197–209.
   Web of Science ®Google Scholar
• Mi W , Li Z , Xia X , Holben B , Levy R , co-authors . Evaluation of the Moderate Resolution Imaging Spectroradiometer aerosol products at two Aerosol Robotic Network stations in China. J. Geophys. Res. 2007; 112: 1–14.
   Web of Science ®Google Scholar
• Miller R. L , McKee B. A . Using MODIS Terra 250 m imagery to map concentrations of suspended matter in coastal waters. Remote Sens. Environ. 2004; 93: 259–266.
   Web of Science ®Google Scholar
• O'Neill N. T , Ignatov A , Holben B. N , Eck T. F . The lognormal distribution as a reference for reporting aerosol optical depth statistics; empirical tests using multi-year, multi-site AERONET sunphotometer data. Geophys. Res. Lett. 2000; 27: 3333–3336.
   Web of Science ®Google Scholar
• Petrenko M , Ichoku C , Leptoukh G . Multi-sensor aerosol products sampling system (MAPSS). Atmos. Meas. Tech. 2012; 5: 913–926.
   Web of Science ®Google Scholar
• Remer L , Kaufman Y , Tanré D , Mattoo S , Chu D , co-authors . The MODIS aerosol algorithms, products, and validation. J. Atmos. Sci. 2005; 62: 947–973.
   Web of Science ®Google Scholar
• Rienecker M , Suarez M , Gelaro R , Todling R , Bacmeister J , co-authors . MERRA – NASA's modern-era retrospective analysis for research and applications. J. Climate. 2011; 24: 3624–3648.
   Web of Science ®Google Scholar
• Samet J , Zegar S , Dominici F , Curriero F , Coursac I , co-authors . The National Morbidity, Mortality, and Air Pollution Study Part II: Morbidity and Mortality from Air Pollution in the United States. 2000; Health Effects Institute, Cambridge, MA. 94, 2000.
   Google Scholar
• Shi Y , Zhang J , Reid R , Holben B , Hyer E , co-authors . An analysis of the collection 5 MODIS over-ocean aerosol optical depth product for its implication in aerosol assimilation. Atmos. Chem. Phys. 2011; 11: 557–565.
   Web of Science ®Google Scholar
• Smirnov A , Holben B. N , Eck T. F , Dubovik O , Slutsker I . Cloud-screening and quality control algorithms for the AERONET database. Remote Sens. Environ. 2000; 73: 337–349.
   Web of Science ®Google Scholar
• Stumpf R. P , Arone R. A , Gould R. W , Ransibrahmanakul V , Hooker S. B , Firestone E. R . A partially coupled ocean-atmosphere model for retrieval of water-leaving radiance from SeaWiFS in coastal waters. SeaWiFS Postlaunch Technical Report Series. 2003; MD, NASA Goddard Space Flight Center: Greenbelt. 51–59. Chap. 9, NASA/TM-2003-206892, volume 22.
   Google Scholar
• Tanré D , Kaufman Y. J , Herman M , Mattoo S . Remote sensing of aerosol properties over oceans using the MODIS/EOS spectral radiances. J. Geophys. Res. 1997; 102: 16971–16988.
   Web of Science ®Google Scholar
• Tibbetts J . Coastal cities: living on the edge. Environ. Health Perspect. 2002; 110: 674–681.
   PubMed Web of Science ®Google Scholar
• Wang J , Xu X , Spurr R , Wang Y , Drury E . Improved algorithm for MODIS satellite retrievals of aerosol optical thickness over land in dusty atmosphere: implications for air quality monitoring in China. Remote Sens. Environ. 2010; 114: 2575–2583.
   Web of Science ®Google Scholar
• Wilks D. S . Frequentist Statistical Inference, in Statistical Methods in the Atmospheric Sciences. 2011; 3rd ed, Academic Press, San Diego, CA.
   Google Scholar
• Yu H , Kaufman Y , Chin M , Feingold G , Remer L , co-authors . A review of measurement-based assessment of aerosol direct radiative effect and forcing. Atmos. Chem. Phys. 2006; 6: 613–666.
   Web of Science ®Google Scholar
• Zhang J , Reid J . MODIS aerosol product analysis for data assimilation: assessment of over-ocean level 2 aerosol optical thickness retrievals. J. Geophys. Res. 2006; 111: 1–17.
   PubMed Web of Science ®Google Scholar
• Zhang J , Reid J . A decadal regional and global trend analysis of the aerosol optical depth using a data-assimilation grade over-water MODIS and Level 2 MISR aerosol products. Atmos. Chem. Phys. 2010; 10: 18879–18917.
   Web of Science ®Google Scholar