Impact of dynamic snow density on GlobSnow snow water equivalent retrieval accuracy (original) (raw)

Armstrong, R. L. and Brodzik, M. J.: Recent northern hemisphere snow extent: A comparison of data derived from visible and microwave satellite sensors, Geophys. Res. Lett., 28, 3673–3676,https://doi.org/10.1029/2000GL012556, 2001.

Barnett, T. P., Adam, J. C., and Lettenmaier, D. P.: Potential impacts of a warming climate on water availability in snow-dominated regions, Nature, 438, 303–309, https://doi.org/10.1038/nature04141, 2005.

Barry, R. G.: The Role of Snow and Ice in the Global Climate System: A Review, Polar Geogr., 26, 235–246, https://doi.org/10.1080/789610195, 2002.

Brown, R., Fang, B., and Mudryk, L.: Update of Canadian Historical Snow Survey Data and Analysis of Snow Water Equivalent Trends, 1967–2016, Atmos.-Ocean, 57, 149–156,https://doi.org/10.1080/07055900.2019.1598843, 2019.

Broxton, P. D., Dawson, N., and Zeng, X.: Linking snowfall and snow accumulation to generate spatial maps of SWE and snow depth, Earth Space Sci. Res., 3, 246–256, https://doi.org/10.1002/2016EA000174, 2016.

Bulygina, O., Groisman, P. Ya., Razuvaev, V., and Korshunova, N.: Changes in snow cover characteristics over Northern Eurasia since 1966, Environ. Res. Lett., 6, 045204, https://doi.org/10.1088/1748-9326/6/4/045204, 2011.

Chang, A. and Foster, J.: Nimbus-7 SMMR Derived Global Snow Cover Parameters, Ann. Glaciol., 9, 39–44, https://doi.org/10.3189/S0260305500200736, 1987.

Derksen, C., Walker, A., and Goodison, B.: Evaluation of passive microwave snow water equivalent retrievals across the boreal forest/tundra transition of western Canada, Remote Sens. Environ., 96, 315–327,https://doi.org/10.1016/j.rse.2005.02.014, 2005.

Dyer, J. L. and Mote, T. L.: Spatial variability and trends in observed snow depth over North America, Geophys. Res. Lett., 33, L16503,https://doi.org/10.1029/2006GL027258, 2006.

Fierz, C., Armstrong, R., Durand, Y., Etchevers, P., Greene, E., McClun, D., Nishimura, K., Satyawali, P. K., and Sokratov, S. A.: The International Classification for Seasonal Snow on the Ground, IHP-VII Technical Documents in Hydrology, No. 83, Paris, 2009.

Goovaerts, P.: Geostatistics for Natural Resources Evaluation, Applied Geostatistics Series, Oxford University Press, Cambridge University Press,https://doi.org/10.1017/S0016756898631502, 1997.

Haberkorn, A.: European Snow Booklet – an Inventory of Snow Measurements in Europe, EnviDat, https://https://doi.org/10.16904/envidat.59, 2019.

Høst, G.: Kriging by local polynomials, Comput. Stat. Data Anal., 29, 295–312,https://doi.org/10.1016/S0167-9473(98)00063-2, 1999.

Jordan, R., Andreas, E., and Makshtas, A.: Heat budget of snow-covered sea ice at North Pole 4, J. Geophys. Res.-Oceans, 104, 7785–7806,https://doi.org/10.1029/1999JC900011, 1999.

Kelly, R.: The AMSR-E Snow Depth Algorithm: Description and Initial Results, J. Remote Sens. Soc. Jpn., 29, 307–317,https://doi.org/10.11440/rssj.29.307, 2009.

Kelly, R., Chang, A., Tsang, L., and Foster, J.: A prototype AMSR-E global snow area and snow depth algorithm, IEEE T. Geosci. Remote, 41, 230–242, https://doi.org/10.1109/TGRS.2003.809118, 2003.

Lievens, H., Demuzere, M., Marshall, H. P., Reichle, R. H., Brucker, L., Brangers, I., de Rosnay, P., Dumont, M., Girotto, M., Immerzeel, W. W., Jonas, T., Kim, E. J., Koch, I., Marty, C., Saloranta, T., Schöber, J., and de Lannoy, G. J. M.: Snow depth variability in the Northern Hemisphere mountains observed from space, Nat. Commun., 10, 1–12,https://doi.org/10.1038/s41467-019-12566-y, 2019.

Luojus, K., Pulliainen, J., Takala, M., Lemmetuinen, J., Kangwa, M., Smolander, T., Cohen, J., and Derksen, C.: Preliminary SWE validation report, European Space Agency Study Contract report, available at: https://www.globsnow.info/swe/GS2_DEL_08_SWE_prel_validation_report_v1_r01_final.pdf (last access: 1 June 2020), 2013a.

Luojus, K., Pulliainen, J., Takala, M., Lemmetuinen, J., Kangwa, M., Smolander, T., Cohen, J., and Derksen, C.: Algorithm Theoretical Basis Document – SWE-algorithm, European Space Agency, available at: https://www.globsnow.info/docs/GS2_SWE_ATBD.pdf (last access: 1 June 2020), 2013b.

Luojus, K., Pulliainen, J., Takala, M., Lemmetyinen, J., and Moisander, M.: GlobSnow v3.0 snow water equivalent (SWE), available at: https://www.globsnow.info/swe/archive_v3.0/L3A_daily_SWE/, last access: 20 May 2020a.

Luojus, K., Pulliainen, J., Takala, M., Lemmetyinen, J., and Moisander, M.: GlobSnow v3.0 snow water equivalent (SWE) source codes, available at: http://www.globsnow.info/swe/archive_v3.0/source_codes/, last access: 3 March 2020b.

Luojus, K., Pulliainen, J., Takala, M., Lemmetyinen, J., Moisander, M., Mortimer, C., Derksen, C., Hiltunen, M., Smolander, T., Ikonen, J., Cohen, J., Veijola, K., and Venäläinen, P.: GlobSnow v3.0 Northern Hemisphere snow water equivalent dataset, Sci. Data, https://doi.org/10.1038/s41597-021-00939-2, online first, 2021.

Maurice, G. and Harold, M.: Handbook of snow: Principles, Processes, Management and Use, Pergamon Press, Toronto, New York, 1981.

Mortimer, C., Mudryk, L., Derksen, C., Luojus, K., Brown, R., Kelly, R., and Tedesco, M.: Evaluation of long-term Northern Hemisphere snow water equivalent products, The Cryosphere, 14, 1579–1594, https://doi.org/10.5194/tc-14-1579-2020, 2020.

Mudryk, L. R., Derksen, C., Kushner, P. J., and Brown, R.: Characterization of Northern Hemisphere snow water equivalent datasets, 1981–2010, J. Climate, 28, 8037–8051, https://doi.org/10.1175/JCLI-D-15-0229.1, 2015.

Mudryk, L. R., Derksen, C., Howell, S., Laliberté, F., Thackeray, C., Sospedra-Alfonso, R., Vionnet, V., Kushner, P. J., and Brown, R.: Canadian snow and sea ice: historical trends and projections, The Cryosphere, 12, 1157–1176, https://doi.org/10.5194/tc-12-1157-2018, 2018.

O'Sullivan, D. and Unwin, D.: Geographic Information Analysis, Wiley, Hoboken, New Jersey, ISBN 978-0-470-28857-3, 2010.

Pulliainen, J.: Mapping of snow water equivalent and snow depth in boreal and sub-arctic zones by assimilating space-borne microwave radiometer data and ground-based observations, Remote Sens. Environ., 101, 257–269,https://doi.org/10.1016/j.rse.2006.01.002, 2006.

Pulliainen, J., Grandell, J., and Hallikainen, M.: HUT snow emission model and its applicability to snow water equivalent retrieval, IEEE T. Geosci. Remote, 37, 1378–1390,https://doi.org/10.1109/36.763302, 1999.

Pulliainen, J., Luojus, K., Derksen, C., Mudryk, L., Lemmetyinen, J., Salminen, M., Ikonen, J., Takala, M., Cohen, J., Smolander, T., and Norberg, J.: Patterns and trends of Northern Hemisphere snow mass from 1980 to 2018, Nature, 581, 294–298, https://doi.org/10.1038/s41586-020-2258-0, 2020.

Rott, H., Yueh, S. H., Cline, D. W., Duguay, C., Essery, R., Haas, C., Heliere, F., Kern, M., MacElloni, G., Malnes, E., Nagler, T., Pulliainen, J., Rebhan, H., and Thompson, A.: Cold regions hydrology high-resolution observatory for snow and cold land processes, Proc. IEEE, 98, 752–765, https://doi.org/10.1109/JPROC.2009.2038947, 2010.

Serreze, M. C., Clark, M. P., Armstrong, R. L., McGinnis, D. A., and Pulwarty, R. S.: Characteristics of the western United States snowpack from snowpack telemetry (SNOTEL) data, Water Resour. Res., 35, 2145–2160,https://doi.org/10.1029/1999WR900090, 1999.

Sturm, M., Holmgren, J., and Liston, G.: A seasonal snow cover classification system for local to global applications, J. Climate, 8, 1261–1283, https://doi.org/10.1175/1520-0442(1995)008<1261:ASSCCS>2.0.CO;2, 1995.

Sturm, M., Taras, B., Liston, G. E., Derksen, C., Jonas, T., and Lea, J.: Estimating Snow Water Equivalent Using Snow Depth Data and Climate Classes, J. Hydrometeorol., 11, 1380–1394,https://doi.org/10.1175/2010JHM1202.1, 2010.

Takala, M., Luojus, K., Pulliainen, J., Derksen, C., Lemmetyinen, J., Kärnä, J.-P., Koskinen, J., and Bojkov, B.: Estimating Northern Hemisphere snow water equivalent for climate research through assimilation of space-borne radiometer data and ground-based measurements, Remote Sens. Environ., 115, 3517–3529, https://doi.org/10.1016/j.rse.2011.08.014, 2011.

Tedesco, M. and Narvekar, P. S.: Assessment of the NASA AMSR-E SWE Product, IEEE J. Sel. Top. Appl., 3, 141–159,https://doi.org/10.1109/JSTARS.2010.2040462, 2010.

Tedesco, M. and Jeyaratnam, J.: A new operational snow retrieval algorithm applied to historical AMSR-E brightness temperatures, Remote Sens., 8, 1–25, https://doi.org/10.3390/rs8121037, 2016.