Merging complementary remote sensing datasets in the context of snow water equivalent reconstruction

Remote Sensing of Environment

Volumn 112, Issue 3, 2008, Pages 1212-1225

  Durand, Michael ^a   Molotch, Noah P ^a   Margulis, Steven A ^a  

^a UNIVERSITY OF CALIFORNIA   (United States)

Author keywords

Remote sensing; Snow covered area; Snow water equivalent

Indexed keywords

MATHEMATICAL MODELS; REMOTE SENSING; WATER;

MODERATE RESOLUTION IMAGING SPECTRORADIOMETER (MODIS); SNOW COVERED AREA (SCA); SNOW WATER EQUIVALENT;

SNOW;

DATA SET; LANDSAT THEMATIC MAPPER; MODIS; REMOTE SENSING; SNOW COVER; SNOW WATER EQUIVALENT; SPATIAL RESOLUTION;

NORTH AMERICA; RIO GRANDE [NORTH AMERICA];

EID: 39749136299     PISSN: 00344257     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.rse.2007.08.010     Document Type: Article

References (37)

1. Andreadis K., and Lettenmaier D. Assimilating remotely sensed snow observations into a macroscale hydrology model. Advances in Water Resources 29 (2006) 872-886
2. Barnes J., and Bowley C. Snow cover distribution as mapped from satellitephotography. Water Resources Research 4 2 (1968) 257-272
3. Baumgartner M., Seidel K., and Martinec J. Toward snowmelt runoff forecasting based on multisensor remote-sensing information. IEEE Transactions on Geoscience and Remote Sensing GE-25 6 (1987) 746-750
4. Bertsimas D., and Tsitsiklis J. Introduction to linear optimization (1997), Athena Scientific, Belmont, Massachusetts
5. Beven K., and Fisher J. Remote sensing and scaling in hydrology. In: Stewart J., Engman E., Feddes R., and Kerr Y. (Eds). Scaling up in hydrology using remote sensing (1996), Wiley, New York 1-18
6. Brubaker K., Rango A., and Kustas W. Incorporating radiation inputs into the snowmelt runoff model. Hydrological Processes 10 (1996) 1329-1343
7. Chang A., Foster J., and Hall D. Nimbus-7 SMMR derived global snow cover parameters. Annals of Glaciology 9 (1987) 39-44
8. Cline D., Elder K., and Bales R. Estimating the spatial distribution of snow mountain basins using remote sensing and energy balance modeling. Water Resources Research 34 (1998) 1275-1285
9. Dantzig G., Orden A., and Wolfe P. The generalized simplex method for minimizing a linear form under linear inequality constraints. Pacific Journal of Mathematics 5 (1955) 183-195
10. Déry S.J., Salomonson V.V., Stieglitz M., Hall D.K., and Appel I. An approach to using snow areal depletion curves inferred from MODIS and its application to land surface modeling in Alaska. Hydrological Processes 19 (2005) 2755-2774
11. Dozier J. A clear-sky spectral solar radiation model for snowcovered mountainous terrain. Water Resources Research 16 (1980) 709-718
12. Dozier J., and Frew J. Rapid calculation of terrain parameters for radiation modeling from digital elevation data. IEEE Transactions on Geoscience and Remote Sensing 28 (1990) 963-969
13. Dozier, J., Painter, T. H., & Frew, J. E. (2006). Space-time series of MODIS snow cover products, paper presented at the 2006 Fall Meeting, San Francisco, California, 11-15 December.
14. El Magnouni S., and Treichel W. A multicriterion approach to groundwater management. Water Resources Research 30 6 (1994) 1881-1885
15. Goodison B.E., and Walker A.E. Canadian development and use of snow cover information from passive microwave satellite data. P.M. Remote Sensing of Land-Atmos. Interaction (1995), VSP BV, Utrecht 245-262
16. Grecu, M. (2006). Snowfall estimation from spaceborne active and passive microwave observations, paper presented at the 2006 Fall Meeting, San Francisco, California, 11-15 December.
17. Hall, D. K., Riggs, G. A., & Salomonson, V. V. (2003). MODIS Terra/Aqua snow cover. Boulder, CO. National Snow and Ice Data Center. Digital Media., edited, National Snow and Ice Data Center.
18. Hallikainen M., and Jolma P. Comparison of algorithms for retrieval of snow water equivalent from Nimbus-7 SMMR data in Finland. IEEE Transactions on Geoscience and Remote Sensing 30 1 (1992) 124-131
19. Idso S.B. A set of equations for full spectrum and 8- to 14-um and 10.5- to 12.5-um thermal radiation from cloudless skies. Water Resources Research 17 (1981) 295-304
20. Lee S., Klein A.G., and Over T.M. A comparison of MODIS and NOHRSC snow-cover products for simulating streamflow using Snowmelt Runoff Model. Hydrological Processes 19 (2005) 2951-2972
21. Liston G.E. Interrelationships among snow distribution, snowmelt, and snow cover depletion: implications for atmospheric, hydrologic, and ecologic modeling. Journal of Applied Meteorology 38 (1999) 1474-1487
22. Liu J., Melloh R.A., Woodcock C.E., Davis R.E., and Ochs E.S. The effect of viewing geometry and topography on viewable gap fractions through forest canopies. Hydrological Processes 18 (2004) 3595-3607
23. Martinec J., and Rango A. Areal distribution of snow water equivalent evaluated snow cover monitoring. Water Resources Research 17 5 (1981) 1480-1488
24. McGinnis D., Pritchard J., and Wiesnet D. Determination of snow depth and snow extent from NOAA 2 satellite VHRR data. Water Resources Research 11 6 (1975) 897-902
25. Molotch N.P., and Bales R. Scaling snow observations from the point to the grid-element: implications for observation network design. Water Resources Research 41 (2005) 10.1029/2005WR004229
26. Molotch N.P., and Bales R. Comparison of ground-based and airborne snow-surface albedo parameterizations in an alpine watershed: impact on snowpack mass balance. Water Resources Research 42 (2006) W05410 05410.01029/02005WR004522
27. Molotch, N. P., & Margulis, S. A. (2007). Estimating the distribution of snow water equivalent using remotely sensed snow cover data and a spatially distributed snowmelt model: a multi-resolution, multi-sensor comparison, Advances in Water Resources, in review.
28. Molotch N.P., Colee M.T., Bales R.C., and Dozier J. 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. Hydrological Processes 19 (2005) 1459-1479 10.1002/hyp.5586
29. Molotch N.P., Painter T.H., Bales R.C., and Dozier J. Incorporating remotely sensed snow albedo into a spatially distributed snowmelt model. Geophysical Research Letters 31 (2004) 10.1029/2003GL019063
30. Painter T.H., Dozier J., Roberts D.A., Davis R.E., and Green R.O. Retrieval of subpixel snowcovered area and grain size from imaging spectrometer data. Remote Sensing of Environment 85 (2003) 64-77
31. Painter T.H., Paden B., and Dozier J. Automated Spectro-Goniometer: a spherical-robot for the point sample of the directional reflectance of snow. Review of Scientific Instruments 74 12 (2003) 5179-5188
32. Pinker R.T., and Laszlo I. Modeling surface solar irradiance for satellite applications on a global scale. Journal of Applied Meteorology 31 (1992) 194-211
33. Rice, R., Bales, R., & Painter, T.H. (2006). Estimating the spatial distribution of snow properties in Sierra Nevada, California basins using MODIS fractional snowcover products, paper presented at the 2006 Fall Meeting, San Francisco, California, 11-15 December.
34. Rosenthal W., and Dozier J. Automated mapping of montane snow cover at subpixel resolution from the Landsat thematic mapper. Water Resources Research 32 (1996) 115-130
35. Walpole R.E., Meyers R.H., and Meyers S.L. Probability and statistics for engineers and scientists. 6th ed. (1998), Prentice Hall, Upper Saddle River, New Jersey (739 pp.)
36. Yeh W.-G. Reservoir management and operations models: a state-of-the-art review. Water Resources Research 21 12 (1985) 1797-1818
37. Zhang, Y. (1995). Solving Large-Scale Linear Programs by Interior-Point Methods Under the MATLAB Environment, Technical Report TR96-01, Department of Mathematics and Statistics, University of Maryland, Baltimore County, Baltimore, MD, July 1995.