An Improved Parameterization for Retrieving Clear-Sky Downward Longwave Radiation from Satellite Thermal Infrared Data

Surface downward longwave radiation (DLR) is a crucial component in Earth’s surface energy balance. Yu et al. (2013) developed a parameterization for retrieving clear-sky DLR at high spatial resolution by combined use of satellite thermal infrared (TIR) data and column integrated water vapor (IWV). We extended the Yu2013 parameterization to Moderate Resolution Imaging Spectroradiometer (MODIS) data based on atmospheric radiative simulation, and we modified the parameterization to decrease the systematic negative biases at large IWVs. The new parameterization improved DLR accuracy by 1.9 to 3.1 W/m2 for IWV≥3 cm compared to the Yu2013 algorithm. We also compared the new parameterization with four algorithms, including two based on Top-of-Atmosphere (TOA) radiance and two using near-surface meteorological parameters and water vapor. The algorithms were first evaluated using simulated data and then applied to MODIS data and validated using surface measurements at 14 stations around the globe. The results suggest that the new parameterization outperforms the TOA-radiance based algorithms in the regions where ground temperature is substantially different (enough that the difference between them is as large as 20 K) from skin air temperature. The parameterization also works well at high elevations where atmospheric parameter-based algorithms often have large biases. Furthermore, comparing different sources of atmospheric input data, we found that using the parameters interpolated from atmospheric reanalysis data improved the DLR estimation by 7.8 W/m2 for the new parameterization and 19.1 W/m2 for other algorithms at high-altitude sites, as compared to MODIS atmospheric products.

[1]  Qinhuo Liu,et al.  Estimation of clear-sky longwave downward radiation from HJ-1B thermal data , 2012, Science China Earth Sciences.

[2]  Paul W. Stackhouse,et al.  An assessment of satellite surface radiation products for highlands with Tibet instrumental data , 2006 .

[3]  Shunlin Liang,et al.  An efficient hybrid method for estimating clear‐sky surface downward longwave radiation from MODIS data , 2017 .

[4]  Enric Valor,et al.  An Atmospheric Radiosounding Database for Generating Land Surface Temperature Algorithms , 2008, IEEE Transactions on Geoscience and Remote Sensing.

[5]  R. Galley,et al.  All-Sky Downwelling Longwave Radiation and Atmospheric-Column Water Vapour and Temperature over the Western Maritime Arctic , 2013 .

[6]  D. Roy,et al.  Algorithm Technical Background Document , 2006 .

[7]  Sandra C. Freitas,et al.  Estimation of downward long‐wave radiation at the surface combining remotely sensed data and NWP data , 2010 .

[8]  Z. Niu,et al.  Watershed Allied Telemetry Experimental Research , 2009 .

[9]  Martin Wild,et al.  Towards Global Estimates of the Surface Energy Budget , 2017, Current Climate Change Reports.

[10]  Shunlin Liang,et al.  A Method for Estimating Clear-Sky Instantaneous Land-Surface Longwave Radiation With GOES Sounder and GOES-R ABI Data , 2010, IEEE Geoscience and Remote Sensing Letters.

[11]  Shashi Kumar Gupta,et al.  A parameterization for longwave surface radiation from sun-synchronous satellite data , 1989 .

[12]  Shunlin Liang,et al.  Estimation of high-spatial resolution clear-sky longwave downward and net radiation over land surfaces from MODIS data , 2009 .

[13]  Hua Li,et al.  Evaluation of the NCEP and MODIS Atmospheric Products for Single Channel Land Surface Temperature Retrieval With Ground Measurements: A Case Study of HJ-1B IRS Data , 2013, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

[14]  J. Schmetz,et al.  Estimation of daytime downward longwave radiation at the surface from satellite and grid point data , 1986 .

[15]  Paul W. Stackhouse,et al.  The Global Character of the Flux of Downward Longwave Radiation , 2012 .

[16]  Taiping Zhang,et al.  Improvement of Surface Longwave Flux Algorithms Used in CERES Processing , 2010 .

[17]  Veerabhadran Ramanathan,et al.  On monitoring the atmospheric greenhouse effect from space , 1997 .

[18]  T. Stoffel,et al.  Solar and Infrared Radiation Station (SIRS) Handbook , 2005 .

[19]  Bo-Hui Tang,et al.  Estimation of Surface Longwave Radiation over the Tibetan Plateau Region Using MODIS Data for Cloud-Free Skies , 2014, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

[20]  Gautam Bisht,et al.  Estimation of net radiation from the MODIS data under all sky conditions: Southern Great Plains case study , 2010 .

[21]  Bo-Hui Tang,et al.  Estimation of instantaneous net surface longwave radiation from MODIS cloud-free data , 2008 .

[22]  Paul W. Stackhouse,et al.  Comparison of different global information sources used in surface radiative flux calculation: Radiative properties of the near‐surface atmosphere , 2006 .

[23]  Alain Chedin,et al.  TIGR‐like atmospheric‐profile databases for accurate radiative‐flux computation , 2000 .

[24]  Yaping Zhou,et al.  An improved algorithm for retrieving surface downwelling longwave radiation from satellite measurements , 2007 .

[25]  Martha C. Anderson,et al.  Satellite-based estimates of longwave radiation for agricultural applications. , 2000 .

[26]  C. Naud,et al.  Using satellites to investigate the sensitivity of longwave downward radiation to water vapor at high elevations , 2012 .

[27]  Y. Ryu,et al.  Evaluation of land surface radiation balance derived from moderate resolution imaging spectroradiometer (MODIS) over complex terrain and heterogeneous landscape on clear sky days , 2008 .

[28]  W. F. Staylor,et al.  Downward longwave radiation at the surface from satellite measurements , 1983 .

[29]  Von P. Walden,et al.  Cloud Cover over the South Pole from Visual Observations, Satellite Retrievals, and Surface-Based Infrared Radiation Measurements , 2007 .

[30]  A. Prata A new long‐wave formula for estimating downward clear‐sky radiation at the surface , 1996 .

[31]  William B. Rossow,et al.  Calculation of surface and top of atmosphere radiative fluxes from physical quantities based on ISCCP data sets: 2. Validation and first results , 1995 .

[32]  N. L. Dias,et al.  Assessing daytime downward longwave radiation estimates for clear and cloudy skies in Southern Brazil , 2006 .

[33]  Shunlin Liang,et al.  Evaluation of satellite‐estimated surface longwave radiation using ground‐based observations , 2010 .

[34]  Patrick Minnis,et al.  Comparison of CERES surface radiation fluxes with surface observations over Loess Plateau , 2011 .

[35]  Guangjian Yan,et al.  Consistent retrieval methods to estimate land surface shortwave and longwave radiative flux components under clear-sky conditions , 2012 .

[36]  Xiaotong Zhang,et al.  Review on Estimation of Land Surface Radiation and Energy Budgets From Ground Measurement, Remote Sensing and Model Simulations , 2010, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

[37]  R. Dickinson,et al.  Global atmospheric downward longwave radiation at the surface from ground‐based observations, satellite retrievals, and reanalyses , 2013 .

[38]  Yaping Zhou,et al.  Algorithm development strategies for retrieving the downwelling longwave flux at the Earth's surface , 2001 .

[39]  T. M. Crawford,et al.  An Improved Parameterization for Estimating Effective Atmospheric Emissivity for Use in Calculating Daytime Downwelling Longwave Radiation , 1999 .

[40]  Yoram J. Kaufman,et al.  Water vapor retrievals using Moderate Resolution Imaging Spectroradiometer (MODIS) near‐infrared channels , 2003 .

[41]  K. Trenberth,et al.  Earth's Global Energy Budget , 2009 .

[42]  Jonathan M. Gregory,et al.  A Surface Energy Perspective on Climate Change , 2009 .

[43]  Robert G. Ellingson,et al.  Development of a Nonlinear Statistical Method for Estimating the Downward Longwave Radiation at the Surface from Satellite Observations , 2002 .

[44]  B. McArthur,et al.  Baseline surface radiation network (BSRN/WCRP) New precision radiometry for climate research , 1998 .

[45]  S. Idso A set of equations for full spectrum and 8- to 14-μm and 10.5- to 12.5-μm thermal radiation from cloudless skies , 1981 .

[46]  A. Tuzet A simple method for estimating downward longwave radiation from surface and satellite data by clear sky , 1990 .

[47]  John C. Gille,et al.  Algorithm Theoretical Basis Document , 1999 .