Estimating snow cover from high-resolution satellite imagery by thresholding blue wavelengths

Thaler, Evan Austin; Crumley, Ryan Landon; Bennett, Katrina Eleanor

doi:10.1016/j.rse.2022.113403

Estimating snow cover from high-resolution satellite imagery by thresholding blue wavelengths

Journal Article · Thu Dec 08 23:00:00 EST 2022 · Remote Sensing of Environment

DOI:https://doi.org/10.1016/j.rse.2022.113403· OSTI ID:1957919

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Los Alamos National Laboratory (LANL), Los Alamos, NM (United States)

We report the extent and duration of snow cover, a critical component of the hydrologic cycle and the global climate system, is expected to shift dramatically under climate change. Therefore, developing high-resolution assessments of snow cover change is crucial for estimating the impact of changing snow cover on watershed and ecosystems processes in cold regions. Remote sensing tools provide a powerful method for mapping snow-covered area (SCA) across a landscape. The most common method for estimating SCA utilizes the normalized difference snow index (NDSI), which relies on spectral measurements in the shortwave-infrared wavelengths (SWIR). NDSI can effectively estimate catchment- to regional-scale SCA, but it cannot be used to assess fine-scale SCA because of current limitations on the spatial resolution of satellite-derived SWIR measurements. Here, we map SCA using a threshold of blue wavelengths and high-resolution satellite imagery. The thresholding method, which we call the Blue Snow Threshold algorithm (BST), has previously been used with digital camera imagery. We refine and automate the algorithm for use with cloud-free high-resolution satellite imagery and find that the BST can be used to assess fine-scale SCA. For validation, we compared BST-derived estimates of SCA to a) airborne lidar surveys, b) Landsat fractional SCA, and c) snow disappearance dates from Snow Telemetry (SNOTEL) stations. When compared to airborne lidar surveys of SCA, the BST predicted SCA had a range of F-scores between 0.81 and 0.94 in four study areas in California and Colorado. We also found general agreement between SCA and snow disappearance at multiple SNOTEL sites across the western United States. Given the relatively recent availability of high-resolution satellite imagery with spectral measurements in the visible wavelengths but lacking in SWIR, the BST offers a reliable and easy-to-apply tool for examining fine-scale snow-related processes.

View Accepted Manuscript (DOE)

Research Organization:: Los Alamos National Laboratory (LANL), Los Alamos, NM (United States)

Sponsoring Organization:: USDOE Office of Science (SC). Office of Biological & Environmental Research (BER); USDOE National Nuclear Security Administration (NNSA)

Grant/Contract Number:: 89233218CNA000001

OSTI ID:: 1957919

Alternate ID(s):: OSTI ID: 1905169

Report Number(s):: LA-UR-22-24095

Journal Information:: Remote Sensing of Environment, Journal Name: Remote Sensing of Environment Vol. 285; ISSN 0034-4257

Publisher:: ElsevierCopyright Statement

Country of Publication:: United States

Language:: English

References (64)

Effects of Climate on the Active Layer and Permafrost on the North Slope of Alaska, U.S.A. Zhang, T.; Osterkamp, T. E.; Stamnes, K. Permafrost and Periglacial Processes, Vol. 8, Issue 1 https://doi.org/10.1002/(SICI)1099-1530(199701)8:1<45::AID-PPP240>3.0.CO;2-K	journal	January 1997
High-Resolution Satellite Data Open for Government Research Neigh, Christopher S. R.; Masek, Jeffrey G.; Nickeson, Jaime E. Eos, Transactions American Geophysical Union, Vol. 94, Issue 13 https://doi.org/10.1002/2013EO130002	journal	March 2013
White water: Fifty years of snow research in WRR and the outlook for the future Sturm, Matthew Water Resources Research, Vol. 51, Issue 7 https://doi.org/10.1002/2015WR017242	journal	July 2015
Snow disappearance timing is dominated by forest effects on snow accumulation in warm winter climates of the Pacific Northwest, United States Dickerson-Lange, Susan E.; Gersonde, Rolf F.; Hubbart, Jason A. Hydrological Processes, Vol. 31, Issue 10 https://doi.org/10.1002/hyp.11144	journal	April 2017
Implications of global climate change for snowmelt hydrology in the twenty-first century Adam, Jennifer C.; Hamlet, Alan F.; Lettenmaier, Dennis P. Hydrological Processes, Vol. 23, Issue 7 https://doi.org/10.1002/hyp.7201	journal	March 2009
Lower forest density enhances snow retention in regions with warmer winters: A global framework developed from plot-scale observations and modeling: Forests and Snow Retention Lundquist, Jessica D.; Dickerson-Lange, Susan E.; Lutz, James A. Water Resources Research, Vol. 49, Issue 10 https://doi.org/10.1002/wrcr.20504	journal	October 2013
Effect of snow cover on pan-Arctic permafrost thermal regimes Park, Hotaek; Fedorov, Alexander N.; Zheleznyak, Mikhail N. Climate Dynamics, Vol. 44, Issue 9-10 https://doi.org/10.1007/s00382-014-2356-5	journal	October 2014
Multiple Effects of Changes in Arctic Snow Cover Callaghan, Terry V.; Johansson, Margareta; Brown, Ross D. AMBIO, Vol. 40, Issue S1 https://doi.org/10.1007/s13280-011-0213-x	journal	December 2011
Spectral signature of alpine snow cover from the landsat thematic mapper Dozier, Jeff Remote Sensing of Environment, Vol. 28 https://doi.org/10.1016/0034-4257(89)90101-6	journal	April 1989
Assessment of methods for mapping snow cover from MODIS Rittger, Karl; Painter, Thomas H.; Dozier, Jeff Advances in Water Resources, Vol. 51 https://doi.org/10.1016/j.advwatres.2012.03.002	journal	January 2013
Automated mapping of persistent ice and snow cover across the western U.S. with Landsat Selkowitz, David J.; Forster, Richard R. ISPRS Journal of Photogrammetry and Remote Sensing, Vol. 117 https://doi.org/10.1016/j.isprsjprs.2016.04.001	journal	July 2016
Remote sensing, hydrological modeling and in situ observations in snow cover research: A review Dong, Chunyu Journal of Hydrology, Vol. 561 https://doi.org/10.1016/j.jhydrol.2018.04.027	journal	June 2018
Estimating fractional snow cover from MODIS using the normalized difference snow index Salomonson, V. V.; Appel, I. Remote Sensing of Environment, Vol. 89, Issue 3 https://doi.org/10.1016/j.rse.2003.10.016	journal	February 2004
Retrieval of subpixel snow covered area, grain size, and albedo from MODIS Painter, Thomas H.; Rittger, Karl; McKenzie, Ceretha Remote Sensing of Environment, Vol. 113, Issue 4 https://doi.org/10.1016/j.rse.2009.01.001	journal	April 2009
Ground-based testing of MODIS fractional snow cover in subalpine meadows and forests of the Sierra Nevada Raleigh, Mark S.; Rittger, Karl; Moore, Courtney E. Remote Sensing of Environment, Vol. 128 https://doi.org/10.1016/j.rse.2012.09.016	journal	January 2013
The Airborne Snow Observatory: Fusion of scanning lidar, imaging spectrometer, and physically-based modeling for mapping snow water equivalent and snow albedo Painter, Thomas H.; Berisford, Daniel F.; Boardman, Joseph W. Remote Sensing of Environment, Vol. 184 https://doi.org/10.1016/j.rse.2016.06.018	journal	October 2016
Watershed-scale mapping of fractional snow cover under conifer forest canopy using lidar Kostadinov, Tihomir S.; Schumer, Rina; Hausner, Mark Remote Sensing of Environment, Vol. 222 https://doi.org/10.1016/j.rse.2018.11.037	journal	March 2019
The ECOSTRESS spectral library version 1.0 Meerdink, Susan K.; Hook, Simon J.; Roberts, Dar A. Remote Sensing of Environment, Vol. 230 https://doi.org/10.1016/j.rse.2019.05.015	journal	September 2019
Evaluating satellite retrieved fractional snow-covered area at a high-Arctic site using terrestrial photography Aalstad, Kristoffer; Westermann, Sebastian; Bertino, Laurent Remote Sensing of Environment, Vol. 239 https://doi.org/10.1016/j.rse.2019.111618	journal	March 2020
High-resolution CubeSat imagery and machine learning for detailed snow-covered area Cannistra, Anthony F.; Shean, David E.; Cristea, Nicoleta C. Remote Sensing of Environment, Vol. 258 https://doi.org/10.1016/j.rse.2021.112399	journal	June 2021
Characteristics of the western United States snowpack from snowpack telemetry (SNOTEL) data Serreze, Mark C.; Clark, Martyn P.; Armstrong, Richard L. Water Resources Research, Vol. 35, Issue 7 https://doi.org/10.1029/1999WR900090	journal	July 1999
Influence of the seasonal snow cover on the ground thermal regime: An overview Zhang, Tingjun Reviews of Geophysics, Vol. 43, Issue 4 https://doi.org/10.1029/2004RG000157	journal	January 2005
Recent Northern Hemisphere snow cover extent trends and implications for the snow-albedo feedback Déry, Stephen J.; Brown, Ross D. Geophysical Research Letters, Vol. 34, Issue 22 https://doi.org/10.1029/2007GL031474	journal	January 2007
Using repeated patterns in snow distribution modeling: An Arctic example: REPEATED SNOW PATTERNS Sturm, Matthew; Wagner, Anna M. Water Resources Research, Vol. 46, Issue 12 https://doi.org/10.1029/2010WR009434	journal	December 2010
Geophysical Monitoring Shows that Spatial Heterogeneity in Thermohydrological Dynamics Reshapes a Transitional Permafrost System Uhlemann, S.; Dafflon, B.; Peterson, J. Geophysical Research Letters, Vol. 48, Issue 6 https://doi.org/10.1029/2020GL091149	journal	March 2021
Snowdrift Landscape Patterns: An Arctic Investigation Parr, Charles; Sturm, Matthew; Larsen, Chris Water Resources Research, Vol. 56, Issue 12 https://doi.org/10.1029/2020WR027823	journal	November 2020
Ranking Forest Effects on Snow Storage: A Decision Tool for Forest Management Dickerson‐Lange, Susan E.; Vano, Julie A.; Gersonde, Rolf Water Resources Research, Vol. 57, Issue 10 https://doi.org/10.1029/2020WR027926	journal	October 2021
Permafrost is warming at a global scale Biskaborn, Boris K.; Smith, Sharon L.; Noetzli, Jeannette Nature Communications, Vol. 10, Issue 1 https://doi.org/10.1038/s41467-018-08240-4	journal	January 2019
Snow cover is a neglected driver of Arctic biodiversity loss Niittynen, Pekka; Heikkinen, Risto K.; Luoto, Miska Nature Climate Change, Vol. 8, Issue 11 https://doi.org/10.1038/s41558-018-0311-x	journal	October 2018
The changing thermal state of permafrost Smith, Sharon L.; O’Neill, H. Brendan; Isaksen, Ketil Nature Reviews Earth & Environment, Vol. 3, Issue 1 https://doi.org/10.1038/s43017-021-00240-1	journal	January 2022
Decreasing snow cover alters functional composition and diversity of Arctic tundra Niittynen, Pekka; Heikkinen, Risto K.; Luoto, Miska Proceedings of the National Academy of Sciences, Vol. 117, Issue 35 https://doi.org/10.1073/pnas.2001254117	journal	August 2020
Remote sensing of snow – a review of available methods Dietz, Andreas Juergen; Kuenzer, Claudia; Gessner, Ursula International Journal of Remote Sensing, Vol. 33, Issue 13 https://doi.org/10.1080/01431161.2011.640964	journal	December 2011
Satellite discrimination of snow/cloud surfaces Crane, R. G.; Anderson, M. R. International Journal of Remote Sensing, Vol. 5, Issue 1 https://doi.org/10.1080/01431168408948799	journal	January 1984
Arctic tundra shrubification: a review of mechanisms and impacts on ecosystem carbon balance Mekonnen, Zelalem A.; Riley, William J.; Berner, Logan T. Environmental Research Letters, Vol. 16, Issue 5 https://doi.org/10.1088/1748-9326/abf28b	journal	April 2021
Performance Assessment of Optical Satellite-Based Operational Snow Cover Monitoring Algorithms in Forested Landscapes Muhuri, Arnab; Gascoin, Simon; Menzel, Lucas IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol. 14 https://doi.org/10.1109/JSTARS.2021.3089655	journal	January 2021
Snow Reflectance from LANDSAT-4 Thematic Mapper Dozier, Jeff IEEE Transactions on Geoscience and Remote Sensing, Vol. GE-22, Issue 3 https://doi.org/10.1109/TGRS.1984.350628	journal	May 1984
Estimating Snow Cover From Publicly Available Images Fedorov, Roman; Camerada, Alessandro; Fraternali, Piero IEEE Transactions on Multimedia, Vol. 18, Issue 6 https://doi.org/10.1109/TMM.2016.2535356	journal	June 2016
Winter snow and spring temperature have differential effects on vegetation phenology and productivity across Arctic plant communities Kelsey, Katharine C.; Pedersen, Stine Højlund; Leffler, A. Joshua Global Change Biology, Vol. 27, Issue 8 https://doi.org/10.1111/gcb.15505	journal	January 2021
Pervasive shifts in forest dynamics in a changing world McDowell, Nate G.; Allen, Craig D.; Anderson-Teixeira, Kristina Science, Vol. 368, Issue 6494 https://doi.org/10.1126/science.aaz9463	journal	May 2020
Tundra shrub expansion may amplify permafrost thaw by advancing snowmelt timing Wilcox, Evan J.; Keim, Dawn; de Jong, Tyler Arctic Science, Vol. 5, Issue 4 https://doi.org/10.1139/as-2018-0028	journal	December 2019
Changes of Snow Cover, Temperature, and Radiative Heat Balance over the Northern Hemisphere Groisman, Pavel Ya; Karl, Thomas R.; Knight, Richard W. Journal of Climate, Vol. 7, Issue 11 https://doi.org/10.1175/1520-0442(1994)007<1633:COSCTA>2.0.CO;2	journal	November 1994
A Global Climatic Model Based on the Energy Balance of the Earth-Atmosphere System Sellers, William D. Journal of Applied Meteorology, Vol. 8, Issue 3 https://doi.org/10.1175/1520-0450(1969)008<0392:AGCMBO>2.0.CO;2	journal	June 1969
Global Snow Cover Monitoring: An Update Robinson, David A.; Dewey, Kenneth F.; Heim, Richard R. Bulletin of the American Meteorological Society, Vol. 74, Issue 9 https://doi.org/10.1175/1520-0477(1993)074<1689:GSCMAU>2.0.CO;2	journal	September 1993
Declining Mountain Snowpack in Western North America* Mote, Philip W.; Hamlet, Alan F.; Clark, Martyn P. Bulletin of the American Meteorological Society, Vol. 86, Issue 1 https://doi.org/10.1175/BAMS-86-1-39	journal	January 2005
The Changing Cryosphere: Pan-Arctic Snow Trends (1979–2009) Liston, Glen E.; Hiemstra, Christopher A. Journal of Climate, Vol. 24, Issue 21 https://doi.org/10.1175/JCLI-D-11-00081.1	journal	November 2011
Changes toward Earlier Streamflow Timing across Western North America Stewart, Iris T.; Cayan, Daniel R.; Dettinger, Michael D. Journal of Climate, Vol. 18, Issue 8 https://doi.org/10.1175/JCLI3321.1	journal	April 2005
A Comparison of Snow Telemetry and Snow Course Measurements in the Colorado River Basin Dressler, K. A.; Fassnacht, S. R.; Bales, R. C. Journal of Hydrometeorology, Vol. 7, Issue 4 https://doi.org/10.1175/JHM506.1	journal	August 2006
Snow albedo feedback: Current knowledge, importance, outstanding issues and future directions Thackeray, Chad W.; Fletcher, Christopher G. Progress in Physical Geography: Earth and Environment, Vol. 40, Issue 3 https://doi.org/10.1177/0309133315620999	journal	January 2016
The parameterization of surface albedo for sea ice and its snow cover Barry, Roger G. Progress in Physical Geography: Earth and Environment, Vol. 20, Issue 1 https://doi.org/10.1177/030913339602000104	journal	March 1996
An ecosystem-wide reproductive failure with more snow in the Arctic Schmidt, Niels Martin; Reneerkens, Jeroen; Christensen, Jens Hesselbjerg PLOS Biology, Vol. 17, Issue 10 https://doi.org/10.1371/journal.pbio.3000392	journal	October 2019
Satellite Potentials in Snowcover Monitoring and Runoff Prediction Rango, A.; Itten, K. I. Hydrology Research, Vol. 7, Issue 4 https://doi.org/10.2166/nh.1976.0014	journal	August 1976
Recent advances in remote sensing of seasonal snow Nolin, Anne W. Journal of Glaciology, Vol. 56, Issue 200 https://doi.org/10.3189/002214311796406077	journal	January 2010
Mapping alpine snow using a spectral mixture modeling technique Nolin, Anne W.; Dozier, Jeff; Mertes, Leal A. K. Annals of Glaciology, Vol. 17 https://doi.org/10.3189/S0260305500012702	journal	January 1993
Automated Classification of Terrestrial Images: The Contribution to the Remote Sensing of Snow Cover Salzano, Roberto; Salvatori, Rosamaria; Valt, Mauro Geosciences, Vol. 9, Issue 2 https://doi.org/10.3390/geosciences9020097	journal	February 2019
Remote Sensing of Snow Cover Using Spaceborne SAR: A Review Tsai, Ya-Lun S.; Dietz, Andreas; Oppelt, Natascha Remote Sensing, Vol. 11, Issue 12 https://doi.org/10.3390/rs11121456	journal	June 2019
Estimating Fractional Snow Cover in Open Terrain from Sentinel-2 Using the Normalized Difference Snow Index Gascoin, Simon; Barrou Dumont, Zacharie; Deschamps-Berger, César Remote Sensing, Vol. 12, Issue 18 https://doi.org/10.3390/rs12182904	journal	September 2020
SnowCloudMetrics: Snow Information for Everyone Crumley, Ryan L.; Palomaki, Ross T.; Nolin, Anne W. Remote Sensing, Vol. 12, Issue 20 https://doi.org/10.3390/rs12203341	journal	October 2020
A Technical Review of Planet Smallsat Data: Practical Considerations for Processing and Using PlanetScope Imagery Frazier, Amy E.; Hemingway, Benjamin L. Remote Sensing, Vol. 13, Issue 19 https://doi.org/10.3390/rs13193930	journal	September 2021
Improving Mountain Snow and Land Cover Mapping Using Very-High-Resolution (VHR) Optical Satellite Images and Random Forest Machine Learning Models Hu, J. Michelle; Shean, David Remote Sensing, Vol. 14, Issue 17 https://doi.org/10.3390/rs14174227	journal	August 2022
Advancements for Snowmelt Monitoring by Means of Sentinel-1 SAR Nagler, Thomas; Rott, Helmut; Ripper, Elisabeth Remote Sensing, Vol. 8, Issue 4 https://doi.org/10.3390/rs8040348	journal	April 2016
The effect of solar radiation variations on the climate of the Earth Budyko, M. I. Tellus, Vol. 21, Issue 5 https://doi.org/10.3402/tellusa.v21i5.10109	journal	January 1969
Developing a representative snow-monitoring network in a forested mountain watershed Gleason, Kelly E.; Nolin, Anne W.; Roth, Travis R. Hydrology and Earth System Sciences, Vol. 21, Issue 2 https://doi.org/10.5194/hess-21-1137-2017	journal	February 2017
Using MODIS estimates of fractional snow cover area to improve streamflow forecasts in interior Alaska Bennett, Katrina E.; Cherry, Jessica E.; Balk, Ben Hydrology and Earth System Sciences, Vol. 23, Issue 5 https://doi.org/10.5194/hess-23-2439-2019	journal	January 2019
A statistical approach to represent small-scale variability of permafrost temperatures due to snow cover Gisnås, K.; Westermann, S.; Schuler, T. V. The Cryosphere, Vol. 8, Issue 6 https://doi.org/10.5194/tc-8-2063-2014	journal	January 2014

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