Testing above‐ and below‐canopy representations of turbulent fluxes in an energy balance snowmelt model

Turbulent fluxes of sensible and latent heat are important processes in the surface energy balance that drives snowmelt. Modeling these fluxes in a forested environment is complicated because of the canopy effects on the wind field. This paper presents and tests a turbulent flux model developed to represent these processes in an energy balance snowmelt model. The goal is to model these processes using the readily available inputs of canopy height and leaf area index in a way that minimizes the number of parameters, state variables, and assumptions about hard to quantify processes. Selected periods from 9 years of eddy‐covariance (EC) measurements at Niwot Ridge, Colorado, were used to evaluate the effectiveness of this modeling approach. The model was able to reproduce the above‐canopy sensible and latent heat fluxes reasonably with the correlation higher for sensible heat than latent heat. The modeled values of the below‐canopy latent heat fluxes also matched the EC‐measured values. The model captured the nighttime below‐canopy sensible heat flux quite well, but there were discrepancies in daytime sensible heat flux possibly due to mountain slope circulation not quantifiable in this kind of model. Despite the uncertainties in the below‐canopy sensible heat fluxes, the results are encouraging and suggest that reasonable predictions of turbulent flux energy exchanges and subsequent vapor losses from snow in forested environments can be obtained with a parsimonious single‐layer representation of the canopy. The model contributes an improved physically based capability for predicting the snow accumulation and melt in a forested environment.

[1]  J. Pomeroy,et al.  Problems Closing the Energy Balance over a Homogeneous Snow Cover during Midwinter , 2012 .

[2]  J. Pomeroy,et al.  Characteristics of the Near-Surface Boundary Layer within a Mountain Valley during Winter , 2012 .

[3]  David G. Tarboton,et al.  Canopy radiation transmission for an energy balance snowmelt model , 2012 .

[4]  John W. Pomeroy,et al.  Simulation of snow accumulation and melt in needleleaf forest environments , 2010 .

[5]  V. Mahat Effect of vegetation on the accumulation and melting of snow at the TW Daniels experimental forest , 2009 .

[6]  David G. Tarboton,et al.  Evaluation of alternative formulae for calculation of surface temperature in snowmelt models using frequency analysis of temperature observations , 2009 .

[7]  Dennis P. Lettenmaier,et al.  Modeling snow accumulation and ablation processes in forested environments , 2009 .

[8]  Guang Zheng,et al.  Retrieving Leaf Area Index (LAI) Using Remote Sensing: Theories, Methods and Sensors , 2009, Sensors.

[9]  Timothy E. Link,et al.  An assessment of corrections for eddy covariance measured turbulent fluxes over snow in mountain environments , 2009 .

[10]  D. Marks,et al.  Comparing Simulated and Measured Sensible and Latent Heat Fluxes over Snow under a Pine Canopy to Improve an Energy Balance Snowmelt Model , 2008 .

[11]  J. Bonnefond,et al.  Carbon dioxide and energy flux partitioning between the understorey and the overstorey of a maritime pine forest during a year with reduced soil water availability , 2008 .

[12]  Kazuyoshi Suzuki,et al.  Canopy snow influence on water and energy balances in a coniferous forest plantation in northern Japan , 2008 .

[13]  D. R. Hardy,et al.  Energy-balance model validation on the top of Kilimanjaro, Tanzania, using eddy covariance data , 2007, Annals of Glaciology.

[14]  John W. Pomeroy,et al.  Estimating sub‐canopy shortwave irradiance to melting snow on forested slopes , 2007 .

[15]  J. Wallace,et al.  Evaporation from sparse crops‐an energy combination theory , 2007 .

[16]  P. Blanken,et al.  Estimating sublimation of intercepted and sub‐canopy snow using eddy covariance systems , 2007 .

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

[18]  John W. Pomeroy,et al.  Modeling Forest Cover Influences on Snow Accumulation, Sublimation, and Melt , 2004 .

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

[20]  Dennis P. Lettenmaier,et al.  Variable infiltration capacity cold land process model updates , 2003 .

[21]  R. Essery,et al.  Sublimation of Snow from Coniferous Forests in a Climate Model , 2003 .

[22]  H. Koivusalo Process-oriented investigation of snow accumulation, snowmelt and runoff generation in forested sites in Finland , 2003 .

[23]  Dennis P. Lettenmaier,et al.  Measurement of snow interception and canopy effects on snow accumulation and melt in a mountainous maritime climate, Oregon, United States , 2002 .

[24]  Jean-Pierre Frangi,et al.  Effect of aerodynamic resistance modelling on SiSPAT-RS simulated surface fluxes , 2002 .

[25]  Bart Nijssen,et al.  The Distributed Hydrology Soil Vegetation Model , 2002 .

[26]  Peter D. Blanken,et al.  Energy budget above a high-elevation subalpine forest in complex topography , 2002 .

[27]  R. Hellstrom Modeling meteorological forcing of snowcover in forests , 2000 .

[28]  John W. Pomeroy,et al.  Multiple‐scale modelling of forest snow sublimation: initial findings , 2000 .

[29]  Dennis D. Baldocchi,et al.  On measuring and modeling energy fluxes above the floor of a homogeneous and heterogeneous conifer forest , 2000 .

[30]  P. Storck Trees, snow and flooding: an investigation of forest canopy effects on snow accumulation and melt at the plot and watershed scales in the Pacific Northwest , 2000 .

[31]  A. Grelle,et al.  Flux partitioning between understorey and overstorey in a boreal spruce/pine forest determined by the eddy covariance method , 1999 .

[32]  D. Marks,et al.  Distributed simulation of snowcover mass- and energy-balance in the boreal forest , 1999 .

[33]  T. Terajima,et al.  The effect of canopy-snow on the energy balance above a coniferous forest , 1999 .

[34]  R. Gurney,et al.  Combined modelling of shortwave and thermal radiation for one-imensional SVATs , 1999 .

[35]  Peter D. Blanken,et al.  Turbulent Flux Measurements Above and Below the Overstory of a Boreal Aspen Forest , 1998, Boundary-Layer Meteorology.

[36]  J. F. Clarke,et al.  A multilayer model for inferring dry deposition using standard meteorological measurements , 1998 .

[37]  John W. Pomeroy,et al.  Measurements and modelling of snow interception in the boreal forest , 1998 .

[38]  R. Harding,et al.  Evaporation of intercepted snow: measurement and modelling , 1998 .

[39]  Daqing Yang,et al.  Accuracy of NWS 8 Standard Nonrecording Precipitation Gauge: Results and Application of WMO Intercomparison , 1998 .

[40]  T. M. Lillesand,et al.  Estimating the leaf area index of North Central Wisconsin forests using the landsat thematic mapper , 1997 .

[41]  J. Norman,et al.  Source approach for estimating soil and vegetation energy fluxes in observations of directional radiometric surface temperature [Agric. For. Meteorol., 77 (1995) 263–293]☆ , 1996 .

[42]  Ray Leuning,et al.  The relative merits of open‐ and closed‐path analysers for measurement of eddy fluxes , 1996 .

[43]  N. Caine Temporal trends in the quality of streamwater in an alpine environment : Green Lakes Valley, Colorado Front Range, U.S.A. , 1995 .

[44]  J. Norman,et al.  Source approach for estimating soil and vegetation energy fluxes in observations of directional radiometric surface temperature , 1995 .

[45]  R. Forkel,et al.  Comparison of energy fluxes calculated with the Penman-Monteith equation and the vegetation models SiB and Cupid , 1995 .

[46]  S. Halldin,et al.  Evaporation of intercepted snow: Analysis of governing factors , 1994 .

[47]  M. Wigmosta,et al.  A distributed hydrology-vegetation model for complex terrain , 1994 .

[48]  A. J. Dolman,et al.  A multiple-source land surface energy balance model for use in general circulation models , 1993 .

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

[50]  Gordon B. Bonan,et al.  A biophysical surface energy budget analysis of soil temperature in the boreal forests of interior Alaska , 1991 .

[51]  S. Running,et al.  Mapping Regional Forest Evapotranspiration And Photosynthesis By Coupling Satellite Data With Ecosystem Simulation , 1989, 10th Annual International Symposium on Geoscience and Remote Sensing.

[52]  A. Price Prediction of snowmelt rates in a deciduous forest , 1988 .

[53]  D. Baldocchi,et al.  Turbulence in an almond orchard: Vertical variations in turbulent statistics , 1987 .

[54]  A. Dalcher,et al.  A Simple Biosphere Model (SIB) for Use within General Circulation Models , 1986 .

[55]  Frans T. M. Nieuwstadt,et al.  Temperature measurement with a sonic anemometer and its application to heat and moisture fluxes , 1983 .

[56]  W. Massman Foliage distribution in old-growth coniferous tree canopies , 1982 .

[57]  R. Shaw,et al.  Aerodynamic roughness of a plant canopy: A numerical experiment , 1982 .

[58]  A. R. Aston,et al.  Rainfall interception by eight small trees , 1979 .

[59]  T. Dunne,et al.  Energy Balance and Runoff from a Subarctic Snowpack , 1976 .

[60]  Ronald M. Cionco,et al.  A wind-profile index for canopy flow , 1972 .

[61]  Curtis F. Gerald,et al.  APPLIED NUMERICAL ANALYSIS , 1972, The Mathematical Gazette.

[62]  I. Tezaur,et al.  Uncertainty Quantification , 2011, Encyclopedia of Parallel Computing.

[63]  R. Gurney,et al.  A new Snow-SVAT to simulate the accumulation and ablation of seasonal snow cover beneath a forest canopy , 2004 .

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

[65]  Melvin J. Dubnick Army Corps of Engineers , 1998 .

[66]  D. Tarboton,et al.  Utah Energy Balance Snow Accumulation and Melt Model (UEB) , 1996 .

[67]  T. Foken,et al.  Tools for quality assessment of surface-based flux measurements , 1996 .

[68]  P. Mason Atmospheric boundary layer flows: Their structure and measurement , 1995 .

[69]  David G. Tarboton,et al.  A Spatially Distributed Energy Balance Snowmelt Model , 1993 .

[70]  Robert J. Gurney,et al.  The theoretical relationship between foliage temperature and canopy resistance in sparse crops , 1990 .

[71]  John L. Monteith,et al.  A four-layer model for the heat budget of homogeneous land surfaces , 1988 .

[72]  Ann Henderson-Sellers,et al.  Biosphere-atmosphere Transfer Scheme (BATS) for the NCAR Community Climate Model , 1986 .

[73]  W. Brutsaert Evaporation into the atmosphere , 1982 .

[74]  E. K. Webb,et al.  Correction of flux measurements for density effects due to heat and water vapour transfer , 1980 .

[75]  Paul R. Lowe An Approximating Polynomial for the Computation of Saturation Vapor Pressure. , 1977 .

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