Improving snow processes in the Noah land model

[1] Snow is one of the most crucial land surface processes over middle and high latitudes. A widely known deficiency of the Noah land model as used in the National Centers for Environmental Prediction (NCEP) operational models and the Weather Research and Forecasting model (WRF) at the National Center for Atmospheric Research is that snowmelt occurs much too early. Through detailed diagnostics of the Noah output over the high-altitude Niwot Ridge forest site (40.03°N, 105.55°W) and a boreal forest site (53.9°N, 104.7°W), six deficiencies in Noah model physics are identified along with improved formulations that (1) consider the vegetation shading effect on snow sublimation and snowmelt; (2) consider under-canopy resistance; (3) revise the ground heat flux computation when snow is deep; (4) revise the momentum roughness length computation when snow is present; (5) revise the snow density computation near 0°C; and (6) increase the maximum iteration number from five to 30 in the turbulence computation. These revisions significantly improve Noah simulations of all snow processes such as snow water equivalent (SWE), snow depth, and sensible and latent heat fluxes over these two forest sites. The revisions were also evaluated (without tunings) with an independent forest site and a grassland site, further confirming the robust and positive impacts of these revisions on Noah snow simulations. These modifications maintain the Noah model structure and do not introduce new prognostic variables, allowing easy implementation into NCEP operational models and into WRF. Furthermore, they are found to be as good as, or slightly better than, a much more complicated land model in the snow simulation over the three forest sites.

[1]  D. Cline Effect of Seasonality of Snow Accumulation and Melt on Snow Surface Energy Exchanges at a Continental Alpine Site , 1997 .

[2]  W. Collins,et al.  The Community Climate System Model Version 3 (CCSM3) , 2006 .

[3]  A. Slater,et al.  A multimodel simulation of pan-Arctic hydrology , 2007 .

[4]  X. Zeng,et al.  Effects of soil wetness, plant litter, and under‐canopy atmospheric stability on ground evaporation in the Community Land Model (CLM3.5) , 2009 .

[5]  Zong-Liang Yang,et al.  An observation-based formulation of snow cover fraction and its evaluation over large North American river basins , 2007 .

[6]  A. A. Turnipseeda,et al.  Energy budget above a high-elevation subalpine forest in complex topography , 2002 .

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

[8]  Darrel L. Williams,et al.  BOREAS in 1997: Experiment overview, scientific results, and future directions , 1997 .

[9]  R. Jordan A One-dimensional temperature model for a snow cover : technical documentation for SNTHERM.89 , 1991 .

[10]  David A. Robinson,et al.  Evaluation of snow extent and its variability in the Atmospheric Model Intercomparison Project , 1998 .

[11]  J. D. Tarpley,et al.  Implementation of Noah land surface model advances in the National Centers for Environmental Prediction operational mesoscale Eta model , 2003 .

[12]  Xubin Zeng,et al.  Impact of Modified Richards Equation on Global Soil Moisture Simulation in the Community Land Model (CLM3.5) , 2009 .

[13]  Dennis P. Lettenmaier,et al.  Noah LSM Snow Model Diagnostics and Enhancements , 2010 .

[14]  N. Miller,et al.  Analysis of the Impact of Snow on Daily Weather Variability in Mountainous Regions Using MM5 , 2007 .

[15]  S. R. Shewchuk Surface mesonet for BOREAS , 1997 .

[16]  M. Ek,et al.  The Influence of Atmospheric Stability on Potential Evaporation , 1984 .

[17]  Feng Gao,et al.  Using MODIS BRDF and albedo data to evaluate global model land surface albedo , 2004 .

[18]  R. Dickinson,et al.  The Common Land Model , 2003 .

[19]  H. L. Penman Natural evaporation from open water, bare soil and grass , 1948, Proceedings of the Royal Society of London. Series A. Mathematical and Physical Sciences.

[20]  K. Mitchell,et al.  Impact of Atmospheric Surface-layer Parameterizations in the new Land-surface Scheme of the NCEP Mesoscale Eta Model , 1997 .

[21]  X. Zeng,et al.  Improving the treatment of the vertical snow burial fraction over short vegetation in the NCAR CLM3 , 2009 .

[22]  A. Robock,et al.  Scales of temporal and spatial variability of midlatitude soil moisture , 1996 .

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

[24]  H. Pan,et al.  A two-layer model of soil hydrology , 1984 .

[25]  P. Blanken,et al.  Airflows and turbulent flux measurements in mountainous terrain Part 1. Canopy and local effects , 2003 .

[26]  Soroosh Sorooshian,et al.  Comparative Analyses of Physically Based Snowmelt Models for Climate Simulations , 1999 .

[27]  Climate Impacts of Making Evapotranspiration in the Community Land Model (CLM3) Consistent with the Simple Biosphere Model (SiB) , 2009 .

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

[29]  K. Mitchell,et al.  A parameterization of snowpack and frozen ground intended for NCEP weather and climate models , 1999 .

[30]  D. Mocko,et al.  Simulation of high-latitude hydrological processes in the Torne-Kalix basin: PILPS phase 2(e) - 1: Experiment description and summary intercomparisons , 2003 .

[31]  R. Monson,et al.  Carbon sequestration in a high‐elevation, subalpine forest , 2001 .

[32]  E. Anderson,et al.  A point energy and mass balance model of a snow cover , 1975 .

[33]  B. Brasnett,et al.  A Global Analysis of Snow Depth for Numerical Weather Prediction , 1999 .

[34]  David A. Robinson,et al.  A comparison of modeled, remotely sensed, and measured snow water equivalent in the northern Great Plains , 2000 .

[35]  David A. Robinson,et al.  Snow Mass over North America: Observations and Results from the Second Phase of the Atmospheric Model Intercomparison Project , 2005 .

[36]  Zong-Liang Yang,et al.  Validation of the energy budget of an alpine snowpack simulated by several snow models (Snow MIP project) , 2004, Annals of Glaciology.

[37]  Peter E. Thornton,et al.  Technical Description of the Community Land Model (CLM) , 2004 .

[38]  P. Houser,et al.  The Impact of Snow Model Complexity at Three CLPX Sites , 2008 .

[39]  J. D. Tarpley,et al.  The multi‐institution North American Land Data Assimilation System (NLDAS): Utilizing multiple GCIP products and partners in a continental distributed hydrological modeling system , 2004 .

[40]  M. Williams,et al.  OVERESTIMATION OF SNOW DEPTH AND INORGANIC NITROGEN WETFALL USING NADP DATA, NIWOT RIDGE, COLORADO , 1998 .

[41]  Peter E. Thornton,et al.  Improvements to the Community Land Model and their impact on the hydrological cycle , 2008 .

[42]  A. Brazel,et al.  SUMMER DIURNAL WIND PATTERNS AT 3,000 m SURFACE LEVEL, FRONT RANGE, COLORADO, U.S.A. , 1983 .

[43]  Lifeng Luo,et al.  Snow process modeling in the North American Land Data Assimilation System (NLDAS): 1. Evaluation of model‐simulated snow cover extent , 2003 .

[44]  T. M. Bezemer,et al.  Herbivory in global climate change research: direct effects of rising temperature on insect herbivores , 2002 .

[45]  R. Koster,et al.  The Rhône-Aggregation Land Surface Scheme Intercomparison Project: An Overview , 2002 .

[46]  J. Dudhia,et al.  Coupling an Advanced Land Surface–Hydrology Model with the Penn State–NCAR MM5 Modeling System. Part I: Model Implementation and Sensitivity , 2001 .

[47]  Zong-Liang Yang,et al.  Simulations of a boreal grassland hydrology at Valdai, Russia: PILPS phase 2(d). , 2000 .

[48]  Kelly Elder,et al.  An Evaluation of Forest Snow Process Simulations , 2009 .

[49]  J. Shukla,et al.  The Effect of Eurasian Snow Cover on the Indian Monsoon , 1995 .

[50]  Peter D. Blanken,et al.  Airflows and turbulent flux measurements in mountainous terrain: Part 2: Mesoscale effects , 2004 .

[51]  D. Fahey,et al.  Systematic variations in the concentration of NO x (NO Plus NO2) at Niwot Ridge, Colorado , 1990 .

[52]  Kelly Elder,et al.  Evaluation of forest snow processes models (SnowMIP2) , 2009 .

[53]  Lifeng Luo,et al.  Snow process modeling in the north american Land Data Assimilation System (NLDAS): 2. Evaluation of model simulated snow water equivalent : GEWEX Continental-Scale International Project, Part 3 (GCIP3) , 2003 .

[54]  Alan K. Betts,et al.  Albedo over the boreal forest , 1997 .

[55]  Alex Hall,et al.  Assessing Snow Albedo Feedback in Simulated Climate Change , 2022 .

[56]  Y. Xue,et al.  Modeling of land surface evaporation by four schemes and comparison with FIFE observations , 1996 .

[57]  R. Barry A climatological transect on the east slope of the Front Range , 1973 .