Validation of the Climate-SAF surface broadband albedo product: Comparisons with in situ observations over Greenland and the ice-covered Arctic Ocean

This paper describes a validation study performed by comparing the Climate-SAF Surface Albedo Product (SAL) to ground truth observations over Greenland and the ice-covered Arctic Ocean. We compare Advanced Very High Resolution Radiometer (AVHRR)-based albedo retrievals to data from the Greenland Climate Network (GCN) weather stations and the floating ice station Tara for polar summer 2007. The AVHRR dataset consists of 2755 overpasses. The overpasses are matched to in situ observations spatially and temporally. The SAL algorithm presented here derives the surface broadband albedo from AVHRR channels 1 and 2 using an atmospheric correction, temporal sampling of an empirical Bidirectional Reflectance Distribution Function (BRDF), and a narrow-to-broadband conversion algorithm. The satellite product contains algorithms for snow, sea ice, vegetation, bare soil, and water albedo. At the Summit and DYE-2 stations on the Greenland ice sheet, instantaneous SAL RMSE is 0.073. The heterogeneous surface conditions at satellite pixel scale over the stations near the Greenland west coast increase RMSE to > 0.12. Over Tara, the instantaneous SAL RMSE is 0.069. The BRDF sampling approach reduces RMSE over the ice sheet to 0.053, and to 0.045 over Tara. Taking into account various sources of uncertainty for both satellite retrievals and in situ observations, we conclude that SAL agrees with in situ observations within their limits of accuracy and spatial representativeness.

[1]  William L. Smith,et al.  A parameterization of ocean surface albedo , 2004 .

[2]  Roberta Pirazzini,et al.  Surface albedo measurements over Antarctic sites in summer , 2004 .

[3]  R. Roebeling,et al.  Operational climate monitoring from space: the EUMETSAT Satellite Application Facility on Climate Monitoring (CM-SAF) , 2008 .

[4]  Jari Haapala,et al.  Melt pond formation and temporal evolution at the drifting station Tara during summer 2007 , 2010 .

[5]  T. Painter,et al.  Reflectance quantities in optical remote sensing - definitions and case studies , 2006 .

[6]  D. Perovich,et al.  Seasonality of spectral albedo and transmittance as observed in the Arctic Transpolar Drift in 2007 , 2010 .

[7]  Stephen F. Ackley,et al.  The Growth, Structure, and Properties of Sea Ice , 1982 .

[8]  Charles Fowler,et al.  Intercomparison between in situ and AVHRR polar pathfinder-derived surface Albedo over Greenland , 2001 .

[9]  Crystal B. Schaaf,et al.  Accuracy assessment of the MODIS 16-day albedo product for snow: comparisons with Greenland in situ measurements , 2005 .

[10]  S. N. Tiwari,et al.  Bidirectional Reflectance Functions for Application to Earth Radiation Budget Studies , 1997 .

[11]  T. Vihma,et al.  Radiative and turbulent surface heat fluxes over sea ice in the western Weddell Sea in early summer , 2009 .

[12]  J. Stroeve,et al.  Evaluation of the MODIS ( MOD 10 A 1 ) daily snow albedo product over the Greenland ice sheet , 2006 .

[13]  S. Stehman,et al.  Accuracy Assessment , 2003 .

[14]  D. Lubin,et al.  The Use of Cloud Reflectance Functions with Satellite Data for Surface Radiation Budget Estimation , 1995 .

[15]  K. Karlsson,et al.  Evaluation of Arctic cloud products from the EUMETSAT Climate Monitoring Satellite Application Facility based on CALIPSO-CALIOP observations , 2009 .

[16]  N. C. Strugnell,et al.  First operational BRDF, albedo nadir reflectance products from MODIS , 2002 .

[17]  Steinar Eastwood,et al.  Sea Ice Products for EUMETSAT Satellite Application Facility , 2001 .

[18]  R. Dickinson Land Surface Processes and Climate—Surface Albedos and Energy Balance , 1983 .

[19]  Jukka Piironen,et al.  Measurement of directional and spectral signatures of light reflectance by snow , 2005, IEEE Transactions on Geoscience and Remote Sensing.

[20]  Knut Stamnes,et al.  Surface Albedo over the Arctic Ocean Derived from AVHRR and Its Validation with SHEBA Data , 2002 .

[21]  J. Stroeve Assessment of Greenland albedo variability from the advanced very high resolution radiometer Polar Pathfinder data set , 2001 .

[22]  Donald K. Perovich,et al.  Seasonal evolution of the albedo of multiyear Arctic sea ice , 2002 .

[23]  A. Ohmura Summit Greenland environment observatory (report) , 2001 .

[24]  Shunlin Liang,et al.  Mapping daily snow/ice shortwave broadband albedo from Moderate Resolution Imaging Spectroradiometer (MODIS): The improved direct retrieval algorithm and validation with Greenland in situ measurement , 2005 .

[25]  M. Holland,et al.  The emergence of surface-based Arctic amplification , 2008 .

[26]  Ann Henderson-Sellers,et al.  The diurnal hysteresis of snow albedo , 1985 .

[27]  Patrick Minnis,et al.  Comparison of regional clear-sky albedos inferred from satellite-observations and model computations , 1986 .

[28]  Josefino C. Comiso,et al.  Accelerated decline in the Arctic sea ice cover , 2008 .

[29]  Judith A. Curry,et al.  Overview of Arctic Cloud and Radiation Characteristics , 1996 .

[30]  Konrad Steffen,et al.  Comparison of AVHRR-derived and in situ surface albedo over the greenland ice sheet , 1997 .

[31]  Jeffrey R. Key,et al.  Arctic Surface, Cloud, and Radiation Properties Based on the AVHRR Polar Pathfinder Dataset. Part II: Recent Trends , 2005 .

[32]  Bruce C. Elder,et al.  Exploring Arctic Transpolar Drift During Dramatic Sea Ice Retreat , 2008 .

[33]  J. Key,et al.  Estimating the cloudy-sky albedo of sea ice and snow from space , 2001 .

[34]  M. Holland,et al.  Polar amplification of climate change in coupled models , 2003 .

[35]  T. Vihma,et al.  Atmospheric moisture budget in the Arctic based on the ERA‐40 reanalysis , 2010 .

[36]  J. Smith,et al.  Influence of sky radiance distribution on the ratio technique for estimating bidirectional reflectance , 1982 .

[37]  Ron Lindsay,et al.  Arctic sea ice albedo from AVHRR , 1994 .

[38]  Josefino C. Comiso,et al.  Satellite-observed variability and trend in sea-ice extent, surface temperature, albedo and clouds in the Arctic , 2001, Annals of Glaciology.

[39]  V. Laine Arctic sea ice regional albedo variability and trends, 1982–1998 , 2004 .

[40]  G. Dedieu,et al.  SMAC: a simplified method for the atmospheric correction of satellite measurements in the solar spectrum , 1994 .

[41]  Cecilia M. Bitz,et al.  Dynamics of Recent Climate Change in the Arctic , 2002, Science.

[42]  Syukuro Manabe,et al.  Sensitivity of a global climate model to an increase of CO2 concentration in the atmosphere , 1980 .

[43]  Thomas L. Mote,et al.  Greenland surface melt trends 1973–2007: Evidence of a large increase in 2007 , 2007 .

[44]  Sigrid Wuttke,et al.  Radiation measurements at the German Antarctic Neumayer Station , 2005, SPIE Optics + Photonics.

[45]  Julienne C. Stroeve,et al.  Evaluation of the MODIS (MOD10A1) daily snow albedo product over the Greenland ice sheet , 2006 .

[46]  Jeffrey R. Key,et al.  Arctic Surface, Cloud, and Radiation Properties Based on the AVHRR Polar Pathfinder Dataset. Part I: Spatial and Temporal Characteristics , 2005 .

[47]  D. M. Smith Extraction of winter total sea-ice concentration in the Greenland and Barents Seas from SSM/I data , 1996 .

[48]  Wouter H. Knap,et al.  The surface albedo of the Greenland ice sheet : satellite-derived and in situ measurements in the Søndre Strømfjord area during the 1991 melt season , 1996 .

[49]  Timo Vihma,et al.  Meteorological conditions in the Arctic Ocean in spring and summer 2007 as recorded on the drifting ice station Tara , 2008 .

[50]  Josefino C. Comiso,et al.  Characteristics of Arctic winter sea ice from satellite multispectral microwave observations , 1986 .

[51]  S. Nghiem,et al.  Seasonal evolution and interannual variability of the local solar energy absorbed by the Arctic sea ice–ocean system , 2007 .

[52]  Jeffrey R. Key,et al.  Comparison of In Situ and AVHRR-Derived Broadband Albedo over Arctic Sea Ice , 1994 .

[53]  A. Ohmura,et al.  A field study of the hemispherical directional reflectance factor and spectral albedo of dry snow , 2006 .

[54]  Karl-Göran Karlsson,et al.  NWCSAF AVHRR Cloud Detection and Analysis Using Dynamic Thresholds and Radiative Transfer Modeling. Part I: Algorithm Description , 2005 .