Estimation of snow water equivalent from MODIS Albedo for a non- instrumented watershed in Eastern Himalayan Region
Keywords:
MODIS BRDF/Albedo, Snow water equivalent, Snow depth, Snow density, Snow covered area, HimalayaAbstract
Snow water equivalent (SWE) quantifies the amount of water present in a snowpack. Water in a snowpack is dependent on its depth, density, type of snow, previous freezing-thawing cycles, recent precipitation events, etc. This study deals with estimation of snow depth (HS) and snow density (RHO) from remotely sensed data using empirical relationships developed elsewhere and thereby generation of SWE maps and assessing the usability of such approach for non-instrumented eastern Himalayan watersheds. Remotely sensed data: digital elevation model (DEM), MODIS (Moderate Resolution Imaging Spectroradiometer) land surface temperature (LST), snow albedo, fractional snow cover and precipitation were used as inputs. Models were developed to find out the RHO, HS and SWE at pixel level. Finally, the SWE maps were generated for the dominating snow months of the year 2013. Results showed that RHO increased from January to May with its peak in the month of May having considerable amount of ripened snow. HS and SWE were found to follow the same trend as SCA (Snow Covered Area), which increased from January to peak in February and then decreased till May. The estimated RHO, HS and SWE were found acceptable in comparison to other published data collected from relevant research works on the Himalayan region and SWE from Global Land Data Assimilation Systems NOAH Land Surface Model (GLDAS NOAH LSM) simulation.
References
Avanzi, F., De Michele, C., Ghezzi, A., 2015. On the performances of empirical regressions for the estimation of bulk snow density. Geografia Fisica e Dinamica Quaternaria, 38, 105–112.
Bandyopadhyay, A., Mishra, P., Chiphang, N., Kumar, A., Tripathy, S., 2016. Validation of Broadband Snow Albedo Derived from AWiFS for Eastern Himalaya. 7th International Conference on Water Resources and Environment Research (ICWRER 2016), Kyoto, Japan, June 05–09, g02-02-1–6.
Bavera, D., de Michele, C., 2009. Snow Water Equivalent estimation in Mallero basin using snow gauge data and MODIS images and fieldwork validation. Hydrol. Processes, 23(14), 1961–1972.
Bavera, D., Bocchiola, D., de Michele, C., 2007. A statistical estimation of Snow Water Equivalent coupling ground data and MODIS images. AGU Fall Meeting Abstracts, http://adsabs.harvard.edu/abs/2007AGU FM.C21B0452B.
Chiphang, N., Mishra, P., Bandyopadhyay, A., Bhadra, A., 2017. Temporal Variations in Snow Albedo at Glaciated Upper Elevation Zone of an Eastern Himalayan River Basin. In: Pant, N.C., Ravindra, R., Srivastava, D., Thompson, L.G. (Eds.), Himalayan Cryosphere: Past and Present. Geological Society, London, Special Publications, 462.
Datt, P., Srivastava, P.K., Negi, P.S., Satyawali, P. K., 2008. Surface energy balance of seasonal snow cover for snowmelt estimation in N-W Himalaya. Journal of Earth Syst. Sci., 117(5), 567–573.
Elder, K., Rosenthal, W., Davis, R.E., 1998. Estimating the spatial distribution of snow water equivalence in a montane watershed. Hydrol. Processes, 12, 1793- 1808.
Fang, H., Hrubiak, P.L., Kato, H., Rodell, M., Teng, W.L., Vollmer, B.E., 2008. Global land data assimilation system (GLDAS) products from NASA hydrology data and information services centre (HDISC).
Hall, D. K., Riggs, A.G., Salomonson, V., 1995. Development of Method for Mapping Global Snow Cover using Moderate Resolution Imaging Spectroradiometer Data. Remote Sens. Environ, 54(2), 127–140.
Hall, D. K., G. A. Riggs, V. V., Salomonson, 2006. MODIS/Terra Snow Cover 5-Min L2 Swath 500m. Version 5. Boulder, Colorado USA: NASA National Snow and Ice Data Center Distributed Active Archive Center. doi:10.5067/actyzb9beos.
Hassan, Q. K., Sekhon, N.S., Magai, R., McEachern, P., 2012. Reconstruction of snow water equivalent and snow depth using remote sensing data. Journal of Environmental Informatics, 20(2), 67–74.
Jonas, T., Marty, C., Magnusson, J., 2009. Estimating the snow water equivalent from snow depth measurements in the Swiss Alps. J. Hydrol., 378, 161–167.
Kumar, V., Rao, Y., Venkataraman, G., Sarwade, R., Snehmani., 2006. Analysis of Aqua AMSR-E Derived Snow Water Equivalent over Himalayan Snow Covered Regions. IEEE International Symposium on Geoscience and Remote Sensing, Denver, CO, 702–705.
Livneh, B., Xia, Y., Mitchell, K.E., Ek, M.B., Lettenmaier, D. P., 2010. Noah LSM snow model diagnostics and enhancements. J. Hydrometeorology, 11, 721−738.
Menegoz, M., Gallee, H., Jacobi, H.W., 2013. Precipitation and snow cover in the Himalaya: from reanalysis to regional climate simulations. Hydrol. Earth Syst. Sci., 17, 3921–3936.
Mishra, P., Zaphu, V. V., Monica, N., Bhadra, A., Bandyopadhyay, A. 2016. Accuracy assessment of MODIS fractional snow cover product for an eastern Himalayan catchment. J. Indian Soc. Remote Sens., 44(6), 977–985.
Rodell, M., Houser, P. R., Jambor, U., Gottschalck, J., Mitchell, K., Meng, C. J., Arsenault, K., Cosgrove, B., Radakovich, J., Bosilovich, M., Entin, J. K., Walker, J. P., Lohmann, D., Toll, D., 2004. The Global Land Data Assimilation System, Bull. Am. Meteorol. Soc., 85(3), 381–394.
Senzeba, K. T., Bhadra, A., Bandyopadhyay, A., 2015. Snowmelt runoff modelling in data scarce Nuranang catchment of eastern Himalayan region. Remote Sens. Appl. Soc. Environ., 1, 20-35. ISSN: ASPRS 2008 Annual Conference. 2352–39385. doi: 10.1016/j.rsase.2015.06.001
Sexstone, G. A., Fassnacht, S. R., 2014. What drives basin scale spatial variability of snowpack properties in northern Colorado? The Cryosphere, 8, 329–3344.
Singh, K. K., Datt, P., Sharma, V., Ganju, A., Mishra, V. D., Parashar, A., Chauhan, R., 2011. Snow depth and snow layer interface estimation using Ground Penetrating Radar. Current Science, 100 (10), 1532–1539.
Smith, J. L., Halverson, H. G., 1979. Estimating snowpack density from albedo measurement. Res. Pap. PSW-RP-136. Berkeley, CA: U.S. Department of Agriculture, Forest Service, Pacific Southwest Forest and Range Experiment Station. 13.
Stigter, E.E., Wanders, N., Saloranta, T.M., Shea, J.M., Bierkens, M.F.P., Immerzeel, W.W. 2017. Assimilation of snow cover and snow depth into a snow model to estimate snow water equivalent and snow melt runoff in a Himalayan catchment. The Cryosphere, 11, 1647-1664.
Takala, M., Luojus, K., Pulliainen, J., Derksen, C., Lemmetyinen, J., Kärnä, J-P., Koskinen, J., Bojkov, B., 2011. Estimating northern hemisphere snow water equivalent for climate research through assimilation of space-borne radiometer data and ground-based measurements, Remote Sens. Environ., 115(12), 3517–3529.