Improvement of distributed snowmelt energy balance modeling with MODIS‐based NDSI‐derived fractional snow‐covered area data

Describing the spatial variability of heterogeneous snowpacks at a watershed or mountain-front scale is important for improvements in large-scale snowmelt modelling. Snowmelt depletion curves, which relate fractional decreases in snowcovered area (SCA) against normalized decreases in snow water equivalent (SWE), are a common approach to scale-up snowmelt models. Unfortunately, the kinds of ground-based observations that are used to develop depletion curves are expensive to gather and impractical for large areas. We describe an approach incorporating remotely sensed fractional SCA (FSCA) data with coinciding daily snowmelt SWE outputs during ablation to quantify the shape of a depletion curve.

[1]  M. Seyfried,et al.  Scale and the Nature of Spatial Variability: Field Examples Having Implications for Hydrologic Modeling , 1995 .

[2]  Jeff Dozier,et al.  Snow Reflectance from LANDSAT-4 Thematic Mapper , 1984, IEEE Transactions on Geoscience and Remote Sensing.

[3]  Jon Holmgren,et al.  A Seasonal Snow Cover Classification System for Local to Global Applications. , 1995 .

[4]  Eric A. Anderson,et al.  National Weather Service river forecast system: snow accumulation and ablation model , 1973 .

[5]  D. Lettenmaier,et al.  Assimilating remotely sensed snow observations into a macroscale hydrology model , 2006 .

[6]  T. Scambos,et al.  Polar ice sheet DEMs and topographic data available from the National Snow and Ice Data Center , 2000, IGARSS 2000. IEEE 2000 International Geoscience and Remote Sensing Symposium. Taking the Pulse of the Planet: The Role of Remote Sensing in Managing the Environment. Proceedings (Cat. No.00CH37120).

[7]  Jeff Dozier,et al.  Estimating the spatial distribution of snow in mountain basins using remote sensing and energy balance modeling , 1998 .

[8]  Danny Marks,et al.  Simulating wind fields and snow redistribution using terrain‐based parameters to model snow accumulation and melt over a semi‐arid mountain catchment , 2002 .

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

[10]  John W. Pomeroy,et al.  Modelling snow melt and snowcover depletion in a small alpine cirque, Canadian Rocky Mountains , 2009 .

[11]  Dorothy K. Hall,et al.  An approach to using snow areal depletion curves inferred from MODIS and its application to land surface modelling in Alaska , 2005 .

[12]  V. N. Nikeshichev ESTIMATING THE SPATIAL DISTRIBUTION OF RADIOACTIVE ISOTOPES. , 1969 .

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

[14]  Philadelphia District The U.S. Army Corps of Engineers , 2006 .

[15]  L. B. Leopold,et al.  Water In Environmental Planning , 1978 .

[16]  Sjur Kolberg,et al.  Updating of snow depletion curve with remote sensing data , 2003 .

[17]  Kelly Elder,et al.  Snow accumulation and distribution in an Alpine Watershed , 1991 .

[18]  D. Roy,et al.  An overview of MODIS Land data processing and product status , 2002 .

[19]  Thomas H. Painter,et al.  Retrieval of subpixel snow covered area, grain size, and albedo from MODIS , 2009 .

[20]  Omm Seasonal snow cover , 1970 .

[21]  Douglas L. Kane,et al.  Snow hydrology of a headwater Arctic basin: 1. Physical measurements and process studies , 1991 .

[22]  Glen E. Liston,et al.  Interrelationships among Snow Distribution, Snowmelt, and Snow Cover Depletion: Implications for Atmospheric, Hydrologic, and Ecologic Modeling , 1999 .

[23]  V. Salomonson,et al.  Estimating fractional snow cover from MODIS using the normalized difference snow index , 2004 .

[24]  Jeff Dozier,et al.  Estimation of properties of alpine snow from landsat thematic mapper , 1989 .

[25]  Thomas H. Painter,et al.  Time-space continuity of daily maps of fractional snow cover and albedo from MODIS , 2008 .

[26]  J. McDonnell,et al.  Modelling the areal depletion of snowcover in a forested catchment , 1987 .

[27]  V. V. Salomonsona,et al.  Estimating fractional snow cover from MODIS using the normalized difference snow index , 2004 .

[28]  J. Arnold,et al.  Development of a snowfall-snowmelt routine for mountainous terrain for the soil water assessment tool (SWAT) , 2002 .

[29]  Molly M. Gribb,et al.  Modeling the Spatially Varying Water Balance Processes in a Semiarid Mountainous Watershed of Idaho 1 , 2009 .

[30]  Jon Holmgren,et al.  Snow-Shrub Interactions in Arctic Tundra: A Hypothesis with Climatic Implications , 2001 .

[31]  Zong-Liang Yang,et al.  Enhancing the estimation of continental-scale snow water equivalent by assimilating MODIS snow cover with the ensemble Kalman filter , 2008 .

[32]  E. Anderson,et al.  Development and testing of snow pack energy balance equations , 1968 .

[33]  G. McCabe,et al.  Assimilation of snow covered area information into hydrologic and land-surface models , 2006 .

[34]  Donald A. Walker,et al.  Terrain, vegetation and landscape evolution of the R4D research site, Brooks Range Foothills, Alaska , 1989 .

[35]  Alain Pietroniro,et al.  A Land Cover-Based Snow Cover Representation for Distributed Hydrologic Models , 1995 .

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

[37]  Dorothy K. Hall,et al.  A snow index for the Landsat Thematic Mapper and Moderate Resolution Imaging Spectroradiometer , 1994, Proceedings of IGARSS '94 - 1994 IEEE International Geoscience and Remote Sensing Symposium.

[38]  R. Ferguson Magnitude and modelling of snowmelt runoff in the Cairngorm mountains, Scotland , 1984 .

[39]  Kelly Elder,et al.  Topographic, meteorologic, and canopy controls on the scaling characteristics of the spatial distribution of snow depth fields , 2007 .

[40]  David G. Tarboton,et al.  The Influence of the Spatial Distribution of Snow on Basin-Averaged Snowmelt , 1998 .

[41]  David G. Tarboton,et al.  Sub-grid parameterization of snow distribution for an energy and mass balance snow cover model , 1999 .

[42]  N. Molotch Reconstructing snow water equivalent in the Rio Grande headwaters using remotely sensed snow cover data and a spatially distributed snowmelt model , 2009 .

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

[44]  D. Tarboton,et al.  Testing a blowing snow model against distributed snow measurements at Upper Sheep Creek, Idaho, United States of America , 2001 .

[45]  M. Sturm,et al.  Structure and wind transport of seasonal snow on the Arctic slope , 1993 .

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

[47]  D. Tarboton,et al.  The application of depletion curves for parameterization of subgrid variability of snow , 2004 .

[48]  Jeff Dozier,et al.  Effect of grain size and snowpack water equivalence on visible and near‐infrared satellite observations of snow , 1981 .

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

[50]  István T. Horváth,et al.  Development of Methods , 2008 .

[51]  D. Hall,et al.  Development of methods for mapping global snow cover using moderate resolution imaging spectroradiometer data , 1995 .

[52]  Dorothy K. Hall,et al.  Reflectance of snow measured in situ and from space in sub-Arctic areas in Canada and Alaska , 1992, IEEE Trans. Geosci. Remote. Sens..

[53]  L. Hinzman,et al.  Snowmelt Modeling at Small Alaskan Arctic Watershed , 1997 .

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