SNOTEL representativeness in the Rio Grande headwaters on the basis of physiographics and remotely sensed snow cover persistence

In this study we identify the physiographic and snowpack conditions currently represented by snowpack telemetry (SNOTEL) stations in the Rio Grande headwaters. Based on 8 years of advanced very high-resolution radiometer data (1995–2002) a snow cover persistence index was derived. Snow cover persistence values at the seven SNOTEL sites ranged from 3Ð 9t o 4Ð75, with an average 14% greater than the mean persistence of the watershed. Using elevation, western barrier distance, and vegetation density, a 32-node binary classification tree model explained 75% of the variability in average snow cover persistence. Terrain classes encompassing the Lily Pond, Middle Creek, and Slumgullion SNOTEL sites represented 4Ð1%, 6Ð4%, and 4Ð0% of the watershed area respectively. SNOTEL stations do not exist in the spatially extensive (e.g. 11% of the watershed) terrain classes located in the upper elevations above the timberline. The results and techniques presented here will be useful for spatially distributed hydrologic analyses, in that we have identified the physiographic conditions currently represented by SNOTEL stations (i.e. the snowpack regimes at which snow water equivalent estimation uncertainty can be determined). Further, we outlined a statistically unbiased approach for designing future observation networks tailored for spatially distributed applications. Copyright  2006 John Wiley & Sons, Ltd.

[1]  Vijay P. Singh,et al.  The Snowmelt Runoff Model (SRM). , 1995 .

[2]  Kelly Elder,et al.  Estimating the spatial distribution of snow water equivalence in a montane watershed , 1998 .

[3]  J. R. Stitt,et al.  Improved estimates of the areal extent of snow cover from AVHRR data , 1998 .

[4]  Günter Blöschl,et al.  Scaling issues in snow hydrology , 1999 .

[5]  Jeff Dozier,et al.  Automated Mapping of Montane Snow Cover at Subpixel Resolution from the Landsat Thematic Mapper , 1996 .

[6]  Albert Rango,et al.  Utilization of surface cover composition to improve the microwave determination of snow water equivalent in a mountain basin , 1991 .

[7]  Richard Essery,et al.  A Sensitivity Study of Daytime Net Radiation during Snowmelt to Forest Canopy and Atmospheric Conditions , 2004 .

[8]  K. Beven,et al.  Similarity and scale in catchment storm response , 1990 .

[9]  Curtis E. Woodcock,et al.  Variation of snow cover ablation in the boreal forest: A sensitivity study on the effects of conifer canopy , 1997 .

[10]  S. Solomon,et al.  The Use of a Square Grid System for Computer Estimation of Precipitation, Temperature, and Runoff , 1968 .

[11]  Thomas H. Painter,et al.  Incorporating remotely‐sensed snow albedo into a spatially‐distributed snowmelt model , 2004 .

[12]  E. Vermote,et al.  Second Simulation Of The Satellite Signal In The Solar Spectrum - 6s Code , 1990, 10th Annual International Symposium on Geoscience and Remote Sensing.

[13]  Roger C. Bales,et al.  Scaling snow observations from the point to the grid element: Implications for observation network design , 2005 .

[14]  Keith Beven,et al.  Effects of spatial variability and scale with implications to hydrologic modeling , 1988 .

[15]  R. Dickinson,et al.  Simulation of snow mass and extent in general circulation models , 1999 .

[16]  Didier Tanré,et al.  Second Simulation of the Satellite Signal in the Solar Spectrum, 6S: an overview , 1997, IEEE Trans. Geosci. Remote. Sens..

[17]  Curtis E. Woodcock,et al.  The effect of viewing geometry and topography on viewable gap fractions through forest canopies , 2004 .

[18]  Kelly Elder,et al.  Combining binary decision tree and geostatistical methods to estimate snow distribution in a mountain watershed , 2000 .

[19]  Roger C. Bales,et al.  Estimating the distribution of snow water equivalent and snow extent beneath cloud cover in the Salt–Verde River basin, Arizona , 2004 .

[20]  Thomas M. Over,et al.  A comparison of MODIS and NOHRSC snow‐cover products for simulating streamflow using the Snowmelt Runoff Model , 2005 .

[21]  B. Alvera,et al.  Evaluation of spatial variability in snow water equivalent for a high mountain catchment , 2004 .

[22]  J. Dozier,et al.  Estimating the spatial distribution of snow water equivalent in an alpine basin using binary regression tree models: the impact of digital elevation data and independent variable selection , 2005 .

[23]  Julienne C. Stroeve,et al.  Development and validation of a snow albedo algorithm for the MODIS instrument , 2002, Annals of Glaciology.

[24]  Keith Beven,et al.  Linking parameters across scales: Subgrid parameterizations and scale dependent hydrological models. , 1995 .

[25]  C. Leaf,et al.  LANDSAT derived snowcover as an input variable for snowmelt runoff forecasting in south central Colorado , 1980 .

[26]  J. Martinec,et al.  AREAL MODELLING OF SNOW WATER EQUIVALENT BASED ON REMOTE SENSING TECHNIQUES , 1991 .

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

[28]  K. Itten,et al.  Satellite Potentials in Snowcover Monitoring and Runoff Prediction , 1976 .

[29]  Trevor Hastie,et al.  Statistical Models in S , 1991 .

[30]  Kelly Elder,et al.  Comparison of spatial interpolation methods for estimating snow distribution in the Colorado Rocky Mountains , 2002 .

[31]  Inference of snow cover beneath obscuring clouds using optical remote sensing and a distributed snow energy and mass balance model , 1999 .

[32]  Albert Rango,et al.  Derivation of Snow Water Equivalent in Boreal Forests Using Microwave Radiometry , 1991 .

[33]  T. Pangburn,et al.  An approach to spatially distributed snow modelling of the Sacramento and San Joaquin basins, California. , 2000 .

[34]  Robert E. Dickinson,et al.  The Force–Restore Model for Surface Temperatures and Its Generalizations , 1988 .

[35]  T. Painter,et al.  Retrieval of subpixel snow-covered area and grain size from imaging spectrometer data , 2003 .

[36]  Leo Breiman,et al.  Classification and Regression Trees , 1984 .

[37]  Albert Rango Progress in Developing an Operational Snowmelt-Runoff Forecast Model with Remote Sensing Input , 1988 .

[38]  Jeff Dozier,et al.  A clear‐sky spectral solar radiation model for snow‐covered mountainous terrain , 1980 .

[39]  Roger C. Bales,et al.  Snow water equivalent interpolation for the Colorado River Basin from snow telemetry (SNOTEL) data , 2003 .

[40]  Kelly Elder,et al.  Spatial Snow Modeling of Wind-Redistributed Snow Using Terrain-Based Parameters , 2002 .

[41]  Noel A Cressie,et al.  A comparison of geostatistical methodologies used to estimate snow water equivalent , 1996 .

[42]  R. Dickinson,et al.  One-dimensional snow water and energy balance model for vegetated surfaces , 1999 .