Application of Satellite Data for Evaluating the Cold Climate Performance of the Canadian Regional Climate Model over Québec, Canada

AbstractThis study evaluates key aspects of the snow cover, cloud cover, and radiation budget simulated by the Canadian Regional Climate Model, version 4 (CRCM4), coupled with two versions of the Canadian Land Surface Scheme (CLASS). CRCM4 coupled with CLASS version 2.7 has been used operationally at Ouranos since 2006, while, more recently, CRCM4 has been coupled experimentally with CLASS 3.5, which includes a number of improvements to the representation of snow cover processes. The simulations showed evidence of a systematic cold temperature bias. Evaluation of cloud cover and radiation fluxes with satellite data suggests this bias is related to insufficient cloud radiative forcing from a combination of underestimated cloud cover, excessive cloud albedo, and too low cloud emissivity in the model. This cold bias is reinforced by a positive snow albedo feedback manifest through earlier snow cover onset in the fall and early winter period. Snow albedo was found to be very sensitive to the treatment of albe...

[1]  Eric D. Soulis,et al.  Modeling Mackenzie Basin Surface Water Balance during CAGES with the Canadian Regional Climate Model , 2003 .

[2]  Song-You Hong,et al.  Evaluation of land-surface interaction in ECMWF and NCEP/NCAR reanalysis models over grassland (FIFE) and boreal forest (BOREAS) , 1998 .

[3]  Benjamin Holt,et al.  Mapping of seasonal freeze-thaw transitions across the pan-Arctic land and sea ice domains with satellite radar , 2012 .

[4]  Diana Verseghy,et al.  The Canadian Fourth Generation Atmospheric Global Climate Model (CanAM4). Part I: Representation of Physical Processes , 2013, Data, Models and Analysis.

[5]  B. Ramsay,et al.  The interactive multisensor snow and ice mapping system , 1998 .

[6]  Crystal B. Schaaf,et al.  Development and assessment of broadband surface albedo from Clouds and the Earth's Radiant Energy System Clouds and Radiation Swath data product , 2009 .

[7]  W. Paul Menzel,et al.  The MODIS cloud products: algorithms and examples from Terra , 2003, IEEE Trans. Geosci. Remote. Sens..

[8]  Alan H. Strahler,et al.  An algorithm for the retrieval of albedo from space using semiempirical BRDF models , 2000, IEEE Trans. Geosci. Remote. Sens..

[9]  Pedro Viterbo,et al.  Impact on ECMWF forecasts of changes to the albedo of the boreal forests in the presence of snow , 1999 .

[10]  Steven Platnick,et al.  Northern Hemisphere five-year average (2000-2004) spectral albedos of surfaces in the presence of snow: Statistics computed from Terra MODIS land products , 2007 .

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

[12]  D. Caya,et al.  Evaluation of the Hydrological Cycle over the Mississippi River Basin as Simulated by the Canadian Regional Climate Model (CRCM) , 2007 .

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

[14]  G. Cesana,et al.  Evaluation of the cloud thermodynamic phase in a climate model using CALIPSO‐GOCCP , 2013 .

[15]  D. H. Gray,et al.  An evaluation of snow accumulation and ablation processes for land surface modelling , 1998 .

[16]  R. Hopkinson,et al.  Evaluation of geo‐referenced grids of 1961–1990 Canadian temperature and precipitation normals , 2005 .

[17]  C. Woodcock,et al.  Evaluation of Moderate-resolution Imaging Spectroradiometer (MODIS) snow albedo product (MCD43A) over tundra , 2012 .

[18]  A. Hall,et al.  Using the current seasonal cycle to constrain snow albedo feedback in future climate change , 2006 .

[19]  Kelly Elder,et al.  An Improved Snow Scheme for the ECMWF Land Surface Model: Description and Offline Validation , 2010 .

[20]  D. Verseghy,et al.  Evaluation of snow cover in CLASS for SnowMIP , 2006 .

[21]  Xuebin Zhang,et al.  Temperature and precipitation trends in Canada during the 20th century , 2000, Data, Models and Analysis.

[22]  Engineering Properties of Snow , 1977 .

[23]  Chris Derksen,et al.  Detection of pan-Arctic terrestrial snowmelt from QuikSCAT, 2000–2005 , 2008 .

[24]  A. Hall,et al.  What Controls the Strength of Snow-Albedo Feedback? , 2007 .

[25]  G. Roe,et al.  Why Is Climate Sensitivity So Unpredictable? , 2007, Science.

[26]  Jan-Gunnar Winther,et al.  Intercomparison and validation of snow albedo parameterization schemes in climate models , 2005 .

[27]  Thomas R. Karl,et al.  Observed Impact of Snow Cover on the Heat Balance and the Rise of Continental Spring Temperatures , 1994, Science.

[28]  N. DiGirolamo,et al.  MODIS snow-cover products , 2002 .

[29]  R. Dickinson,et al.  Comparison of seasonal and spatial variations of albedos from Moderate-Resolution Imaging Spectroradiometer (MODIS) and Common Land Model , 2003 .

[30]  D. H. Male,et al.  Snow surface energy exchange , 1981 .

[31]  Stéphane Bélair,et al.  Simulation of Snow on Arctic Sea Ice Using a Coupled Snow–Ice Model , 2010 .

[32]  N. Loeb,et al.  Surface Irradiances Consistent With CERES-Derived Top-of-Atmosphere Shortwave and Longwave Irradiances , 2013 .

[33]  Katja Winger,et al.  An evaluation of the surface radiation budget over North America for a suite of regional climate models against surface station observations , 2008 .

[34]  P. Bartlett,et al.  On the simulation of regional scale sublimation over boreal and agricultural landscapes in a climate model , 2006 .

[35]  D. Verseghy,et al.  Modified snow algorithms in the Canadian land surface scheme: Model runs and sensitivity analysis at three boreal forest stands , 2006 .

[36]  A. Gardner,et al.  A review of snow and ice albedo and the development of a new physically based broadband albedo parameterization , 2010 .

[37]  Alan H. Strahler,et al.  Validation of the MODIS bidirectional reflectance distribution function and albedo retrievals using combined observations from the aqua and terra platforms , 2006, IEEE Transactions on Geoscience and Remote Sensing.

[38]  Alan H. Strahler,et al.  Commentary on Wang and Zender—MODIS snow albedo bias at high solar zenith angles relative to theory and to in situ observations in Greenland , 2011 .

[39]  J. Thepaut,et al.  The ERA‐Interim reanalysis: configuration and performance of the data assimilation system , 2011 .

[40]  Yves Lejeune,et al.  A comparison of 1701 snow models using observations from an alpine site , 2013 .

[41]  D. Verseghy,et al.  Class—A Canadian land surface scheme for GCMS. I. Soil model , 2007 .

[42]  Xubin Zeng,et al.  Evaluation of snow albedo in land models for weather and climate studies , 2010 .

[43]  G. Liston Representing Subgrid Snow Cover Heterogeneities in Regional and Global Models , 2004 .

[44]  K. Oleson,et al.  Assessment of global climate model land surface albedo using MODIS data , 2003 .

[45]  Alan H. Strahler,et al.  MODIS bidirectional reflectance distribution function and albedo Climate Modeling Grid products and the variability of albedo for major global vegetation types , 2005 .

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

[47]  Donald K. Perovich,et al.  Radiative forcing and albedo feedback from the Northern Hemisphere cryosphere between 1979 and 2008 , 2011 .

[48]  Martin Wild,et al.  A new snow cover fraction parametrization for the ECHAM4 GCM , 2001 .

[49]  Ross D. Brown,et al.  Recent Northern Hemisphere snow cover extent trends and implications for the snow‐albedo feedback , 2007 .

[50]  René Laprise,et al.  A Semi-Implicit Semi-Lagrangian Regional Climate Model: The Canadian RCM , 1999 .

[51]  K. Davis,et al.  The MODIS (Collection V005) BRDF/albedo product: Assessment of spatial representativeness over forested landscapes , 2009 .

[52]  M. König,et al.  The thermal conductivity of seasonal snow , 1997, Journal of Glaciology.

[53]  John S. Kimball,et al.  Satellite radar remote sensing of seasonal growing seasons for boreal and subalpine evergreen forests. , 2004 .

[54]  Harden,et al.  Sensitivity of boreal forest carbon balance to soil thaw , 1998, Science.

[55]  D. Verseghy,et al.  CLASS-A Canadian Land Surface Scheme for GCMs , 1993 .

[56]  Chris Derksen,et al.  Integrated pan‐Arctic melt onset detection from satellite active and passive microwave measurements, 2000–2009 , 2011 .

[57]  J. Townshend,et al.  Global Percent Tree Cover at a Spatial Resolution of 500 Meters: First Results of the MODIS Vegetation Continuous Fields Algorithm , 2003 .

[58]  Ross D. Brown,et al.  Analysis of snow cover variability and change in Québec, 1948–2005 , 2010 .

[59]  Libo Wang,et al.  A multi‐data set analysis of variability and change in Arctic spring snow cover extent, 1967–2008 , 2010 .

[60]  David Robinson,et al.  Gridded North American monthly snow depth and snow water equivalent for GCM evaluation , 2003 .

[61]  B. Ramsay,et al.  Published online in Wiley InterScience (www.interscience.wiley.com) DOI: 10.1002/hyp.6720 Enhancements to, and forthcoming developments in the Interactive Multisensor Snow and Ice Mapping System (IMS) † , 2022 .

[62]  R. Dickinson,et al.  The Representation of Snow in Land Surface Schemes: Results from PILPS 2(d) , 2001 .