Saharan dust in nighttime thermal imagery: Detection and reduction of related biases in retrieved sea surface temperature

Abstract Guided by radiative transfer modelling of the effects of Saharan dust (aerosol) on brightness temperatures at 3.9, 8.7, 11 and 12 μm measured by the Spinning Enhanced Visible and Infrared Imager (SEVIRI), we propose an indicator of the presence of Saharan dust in nighttime (infrared-only) SEVIRI imagery. Radiative transfer modelling is performed using a fast atmospheric transmittance model and a delta-Eddington approximation for scattering. Using aerosol single scattering properties appropriate to simulation of Saharan dust gives qualitatively good simulations of dust-affected brightness temperatures. From these simulations, we show that aerosol-free brightness temperatures are tightly clustered around the principal axis (explaining 99% of variance) in a 3-dimensional brightness-temperature difference space (the axes being 3.9 μm minus 8.7 μm, 3.9 μm minus 12 μm, and 11 μm minus 12 μm); in contrast, brightness temperatures affected by aerosol are simulated to be significantly off-axis when transformed into this space. Although the detailed effects of aerosol on brightness temperatures are not quantitatively reproduced by our simulations, this off-axis characteristic is empirically found to be also true of Saharan-dust-affected brightness temperatures in observations. The second principal component of the brightness-temperature difference space is identified as a useful index for Saharan dust. Comparisons with independent satellite measurements of aerosol optical depth (AOD, at 0.55 μm) show that the new Saharan dust index (SDI) is loosely correlated with AOD ( r  = 0.34). The correlation is loose because the SDI is also sensitive to the height distribution of aerosol, which affects the aerosol's thermal emission. The SDI is used to develop an empirical correction scheme for SST retrievals affected by Saharan dust. Application of the SDI correction scheme removes an independent error of 0.2 K from SEVIRI SSTs validated against buoys from all latitudes.

[1]  J. Eyre On systematic and their climatological mean values , 1987 .

[2]  R. Saunders,et al.  An improved method for detecting clear sky and cloudy radiances from AVHRR data , 1988 .

[3]  J. J. Simpson,et al.  Improved Cloud Detection in Along Track Scanning Radiometer (ATSR) Data over the Ocean , 1998 .

[4]  M. Legrand,et al.  Transport of Saharan dust over the Caribbean Islands: Study of an event , 2005 .

[5]  I. J. Barton,et al.  Satellite-derived sea surface temperatures: Current status , 1995 .

[6]  S. H. Melfi,et al.  Validation of the Saharan dust plume conceptual model using lidar, meteosat, and ECMWF Data , 1999 .

[7]  Jonathan P. Taylor,et al.  Radiative properties and direct effect of Saharan dust measured by the C‐130 aircraft during Saharan Dust Experiment (SHADE): 2. Terrestrial spectrum , 2003 .

[8]  Nicolas Clerbaux,et al.  Can desert dust explain the outgoing longwave radiation anomaly over the Sahara during July 2003 , 2005 .

[9]  Didier Tanré,et al.  Maritime and dust aerosol retrieval from polarized and multispectral active and passive sensors , 2005 .

[10]  Christopher J. Merchant,et al.  Retrievals of sea surface temperature from infrared imagery: origin and form of systematic errors , 2006 .

[11]  A. M. Zavody,et al.  Cloud Clearing over the Ocean in the Processing of Data from the Along-Track Scanning Radiometer (ATSR) , 2000 .

[12]  D. Tanré,et al.  Remote sensing of aerosol properties over oceans using the MODIS/EOS spectral radiances , 1997 .

[13]  A. Marsouin,et al.  Definition of a radiosounding database for sea surface brightness temperature simulations: Application to sea surface temperature retrieval algorithm determination , 2002 .

[14]  P. Koepke,et al.  Optical Properties of Aerosols and Clouds: The Software Package OPAC , 1998 .

[15]  Christopher J. Merchant,et al.  Direct observations of skin‐bulk SST variability , 2000 .

[16]  G. Mie Beiträge zur Optik trüber Medien, speziell kolloidaler Metallösungen , 1908 .

[17]  Nicholas R. Nalli,et al.  Aerosol correction for remotely sensed sea surface temperatures from the National Oceanic and Atmospheric Administration advanced very high resolution radiometer , 2002 .

[18]  T. Carlson,et al.  The Large-Scale Movement of Saharan Air Outbreaks over the Northern Equatorial Atlantic , 1972 .

[19]  Edward M. Armstrong,et al.  The Effect of Aerosols and Clouds on the Retrieval of Infrared Sea Surface Temperatures , 2004 .

[20]  V. M. Karyampudi,et al.  Analysis and Numerical Simulations of the Saharan Air Layer and Its Effect on Easterly Wave Disturbances , 1988 .

[21]  Lorraine A. Remer,et al.  Quantitative evaluation and intercomparison of morning and afternoon Moderate Resolution Imaging Spectroradiometer (MODIS) aerosol measurements from Terra and Aqua , 2005 .

[22]  John Sapper,et al.  The development and operational application of nonlinear algorithms for the measurement of sea surface temperatures with the NOAA polar‐orbiting environmental satellites , 1998 .

[23]  A. Marsouin,et al.  Results of One Year of Preoperational Production of Sea Surface Temperatures from GOES-8 , 2002 .

[24]  Christopher J. Merchant,et al.  Probabilistic physically based cloud screening of satellite infrared imagery for operational sea surface temperature retrieval , 2005 .

[25]  M. Matricardi,et al.  An improved fast radiative transfer model for assimilation of satellite radiance observations , 1999 .

[26]  François Dulac,et al.  An additional low layer transport of Sahelian and Saharan dust over the north-eastern Tropical Atlantic , 1995 .

[27]  A. M. Zavody,et al.  A radiative transfer model for sea surface temperature retrieval for the along‐track scanning radiometer , 1995 .

[28]  Christopher J. Merchant,et al.  Toward the elimination of bias in satellite retrievals of sea surface temperature: 2. Comparison with in situ measurements , 1999 .

[29]  T. Phulpin,et al.  Atmospheric correction of infrared measurements of sea surface temperature using channels at 3.7, 11 and 12 Μm , 1980 .

[30]  Christopher J. Merchant,et al.  Retrieval of Sea Surface Temperature from Space, Based on Modeling of Infrared Radiative Transfer: Capabilities and Limitations , 2004 .

[31]  R. Derwent,et al.  The origin of high particulate concentrations over the United Kingdom, March 2000 , 2002 .

[32]  Ina Tegen,et al.  A comparison of seasonal and interannual variability of soil dust aerosols over the Atlantic Ocean as inferred by the TOMS AI and AVHRR AOT retrievals , 2001 .

[33]  Christopher J. Merchant,et al.  Toward the elimination of bias in satellite retrievals of sea surface temperature: 1. Theory, modeling and interalgorithm comparison , 1999 .

[34]  C. Donlon,et al.  Diurnal signals in satellite sea surface temperature measurements , 2003 .

[35]  J. R. Eyre,et al.  On systematic errors in satellite sounding products and their climatological mean values , 1987 .

[36]  M. Derrien,et al.  MSG/SEVIRI cloud mask and type from SAFNWC , 2005 .