Delivery of Suomi National Polar-orbiting Partnership (Suomi NPP) satellite data products will cease on November 1, 2026. Data users should transition now to alternative products from NOAA-21 and NOAA-20.
Suomi NPP data announcement
Publications Citing Snow Cover Data
List of peer-reviewed publications that cite using Snow Cover data.
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| Title | Year Sort ascending | Author | Topic | Dataset |
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| Tracking water dynamics of a temperate forest under drought and nondrought conditions using active and passive microwave and optical remote sensing | Hellwig, Florian M., Fluhrer, Anke, Dubois, Clemence, Schellenberg, Konstantin, Chaparro, David, Zehner, Markus, Klosterhalfen, Anne, Piles, Maria, Schmullius, Christiane, Kunstmann, Harald, Jagdhuber, Thomas | Vegetation Water Content, Soil Moisture/Water Content, Skin Temperature, Leaf Characteristics, Photosynthetically Active Radiation, Leaf Area Index (LAI), Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Reflectance, Snow Grain Size, Snow Cover, Surface Soil Moisture |
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| Transfer Learning for TransformerBased Drought Forecasting Across Diverse Precipitation Products in India | Pathania, Ashish, Gupta, Vivek | Surface Pressure, Heat Flux, Longwave Radiation, Shortwave Radiation, Surface Temperature, Humidity, Evapotranspiration, Surface Winds, Rain, Precipitation Rate, Snow, Soil Moisture/Water Content, Soil Temperature, Land Surface Temperature, Snow Water Equivalent, Runoff, Air Temperature, Specific Humidity, Wind Speed, Snow Cover, Snow Depth, Soil Heat Budget, Soil Heat Budget, Soil Temperature, Soil Infiltration, Soil Infiltration, Surface Soil Moisture, Root Zone Soil Moisture, Soil Moisture/Water Content, Evaporation, Surface Water, Runoff Rate, Average Flow, Average Flow, Precipitation, Snow/Ice, Snow Melt, Snow/Ice Temperature, Leaf Area Index (LAI), Leaf Area Index (LAI) |
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| Field investigation and numerical study of Bujueyida debris flow in | Jian, Jihao, Liu, Wei, He, Siming, Tan, Zhen | Reforestation, Terrestrial Ecosystems, Permafrost, Rock Glaciers, Glacier Elevation/Ice Sheet Elevation, Glacier Motion/Ice Sheet Motion, Glacier Thickness/Ice Sheet Thickness, Glacier Topography/Ice Sheet Topography, Glaciers, Ice Sheets, Icebergs, Ice Deformation, Ice Depth/Thickness, Ice Edges, Ice Extent, Ice Floes, Ice Growth/Melt, Ice Roughness, Ice Temperature, Ice Types, Icebergs, Leads, Pack Ice, Polynyas, Reflectance, Sea Ice Motion, Ice Extent, Ice Growth/Melt, Ice Motion, Ice Velocity, Lake Ice, Permafrost, River Ice, Snow Cover, Landslides, Aeolian Landforms, Coastal Landforms, Fluvial Landforms, Glacial Landforms, Karst Landforms, Tectonic Landforms, Land Use/Land Cover Classification, Landscape Ecology, Landscape Patterns, Landscape Processes, Reforestation, Surface Roughness, Terrain Elevation, Topographic Effects, Barrier Islands, Beaches, Deltas, Dunes, Estuaries, Fjords, Inlets, Lagoons, Mangroves, Marshes, Rocky Coasts, Shorelines, Wind Waves, Surface Winds, Ice Deformation, Ice Depth/Thickness, Ice Edges, Ice Extent, Ice Floes, Ice Roughness, Ice Types, Icebergs, Leads, Pack Ice, Polynyas, Sea Ice Motion, Glacial Landforms, Caldera, Cinder Cone, Faults, Folds, Geyser, Graben, Horst, Lava Dome, Lava Plain, Maar, Mountains, Plateau, Ridge, Rift Valley, Tuya, Volcano, Tectonic Landforms, Earthquakes, Plate Tectonics, Volcanic Activity, Glacier Elevation/Ice Sheet Elevation, Glacier Motion/Ice Sheet Motion, Glacier Topography/Ice Sheet Topography, Glaciers, Ice Sheets, Icebergs, Ice Extent, Ice Growth/Melt, Ice Motion, Ice Velocity, Lake Ice, Permafrost, River Ice | ||
| Geo-spatial assessment of human-induced soil erosion and environmental hazard using the RUSLE model: A path toward sustainable land management in the Duhok ... | Faqe Ibrahim, Gaylan Rasul, Mahmood, Kamaran Wali, Rashed, Srusht Othman | Reforestation, Terrestrial Ecosystems, Permafrost, Rock Glaciers, Glacier Elevation/Ice Sheet Elevation, Glacier Motion/Ice Sheet Motion, Glacier Thickness/Ice Sheet Thickness, Glacier Topography/Ice Sheet Topography, Glaciers, Ice Sheets, Icebergs, Ice Deformation, Ice Depth/Thickness, Ice Edges, Ice Extent, Ice Floes, Ice Growth/Melt, Ice Roughness, Ice Temperature, Ice Types, Icebergs, Leads, Pack Ice, Polynyas, Reflectance, Sea Ice Motion, Ice Extent, Ice Growth/Melt, Ice Motion, Ice Velocity, Lake Ice, Permafrost, River Ice, Snow Cover, Landslides, Aeolian Landforms, Coastal Landforms, Fluvial Landforms, Glacial Landforms, Karst Landforms, Tectonic Landforms, Land Use/Land Cover Classification, Landscape Ecology, Landscape Patterns, Landscape Processes, Reforestation, Surface Roughness, Terrain Elevation, Topographic Effects, Barrier Islands, Beaches, Deltas, Dunes, Estuaries, Fjords, Inlets, Lagoons, Mangroves, Marshes, Rocky Coasts, Shorelines, Wind Waves, Surface Winds, Ice Deformation, Ice Depth/Thickness, Ice Edges, Ice Extent, Ice Floes, Ice Roughness, Ice Types, Icebergs, Leads, Pack Ice, Polynyas, Sea Ice Motion, Glacial Landforms, Caldera, Cinder Cone, Faults, Folds, Geyser, Graben, Horst, Lava Dome, Lava Plain, Maar, Mountains, Plateau, Ridge, Rift Valley, Tuya, Volcano, Tectonic Landforms, Earthquakes, Plate Tectonics, Volcanic Activity, Glacier Elevation/Ice Sheet Elevation, Glacier Motion/Ice Sheet Motion, Glacier Topography/Ice Sheet Topography, Glaciers, Ice Sheets, Icebergs, Ice Extent, Ice Growth/Melt, Ice Motion, Ice Velocity, Lake Ice, Permafrost, River Ice | ||
| Hourly snowmelt estimations improved performance on daily karst spring discharge predictions: A case study in the Austrian Alps | Call, Suleyman Selim | Albedo, Snow Cover | ||
| Enhancing Snow Cover Monitoring: A Modified Cloud Removal Methodology for MODIS Data in the Tapovan Vishnugad Basin | Vijayalekshmi, Gopika, Goel, N. K., Arora, Manohar | Albedo, Snow Cover | ||
| Hydrologically guided transfer learning for ungauged basin prediction: | Li, Jiyu, Ran, Qihua, Ye, Sheng | Reforestation, Terrestrial Ecosystems, Permafrost, Rock Glaciers, Glacier Elevation/Ice Sheet Elevation, Glacier Motion/Ice Sheet Motion, Glacier Thickness/Ice Sheet Thickness, Glacier Topography/Ice Sheet Topography, Glaciers, Ice Sheets, Icebergs, Ice Deformation, Ice Depth/Thickness, Ice Edges, Ice Extent, Ice Floes, Ice Growth/Melt, Ice Roughness, Ice Temperature, Ice Types, Icebergs, Leads, Pack Ice, Polynyas, Reflectance, Sea Ice Motion, Ice Extent, Ice Growth/Melt, Ice Motion, Ice Velocity, Lake Ice, Permafrost, River Ice, Snow Cover, Landslides, Aeolian Landforms, Coastal Landforms, Fluvial Landforms, Glacial Landforms, Karst Landforms, Tectonic Landforms, Land Use/Land Cover Classification, Landscape Ecology, Landscape Patterns, Landscape Processes, Reforestation, Surface Roughness, Terrain Elevation, Topographic Effects, Barrier Islands, Beaches, Deltas, Dunes, Estuaries, Fjords, Inlets, Lagoons, Mangroves, Marshes, Rocky Coasts, Shorelines, Wind Waves, Surface Winds, Ice Deformation, Ice Depth/Thickness, Ice Edges, Ice Extent, Ice Floes, Ice Roughness, Ice Types, Icebergs, Leads, Pack Ice, Polynyas, Sea Ice Motion, Glacial Landforms, Caldera, Cinder Cone, Faults, Folds, Geyser, Graben, Horst, Lava Dome, Lava Plain, Maar, Mountains, Plateau, Ridge, Rift Valley, Tuya, Volcano, Tectonic Landforms, Earthquakes, Plate Tectonics, Volcanic Activity, Glacier Elevation/Ice Sheet Elevation, Glacier Motion/Ice Sheet Motion, Glacier Topography/Ice Sheet Topography, Glaciers, Ice Sheets, Icebergs, Ice Extent, Ice Growth/Melt, Ice Motion, Ice Velocity, Lake Ice, Permafrost, River Ice, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI) | ||
| PIXAL: a physics-inspired explainable machine learning architecture for Greenland ice albedo modeling | Antwerpen, Raf, Tedesco, Marco, Gentine, Pierre, van de Berg, Willem Jan, Fettweis, Xavier | Reflectance, Albedo, Snow Cover | ||
| Possibility of SWE estimation from snow cover extent using the dynamic non-Gaussian snow depletion curve | Ohara, Noriaki, Perdigao, Rui A.P. | Snow Cover, Snow Cover | ||
| Informing Snow Measurement Site Selection with Remote Sensing and Local Ecological Knowledge: A Case Study in Oregon | Steele, Hannah, Emard, Kelsey, Raleigh, Mark S. | Albedo, Snow Cover | ||
| Integrated Analysis of Climate Change Effects on Cryospheric and Hydrological Processes in the Dudhkoshi Basin | Karki, Reshu, Pradhananga, Dhiraj, Aryal, Kumar, Aryal, Insaf, Dhakal, Aakriti, Manandhar, Susa, Basnet, Tribikram, Pandey, Subhekshya, Ghimire, Ashok, Dhital, Sushant | Snow Cover | ||
| Climate-driven dust intensification over the Mongolian Gobi in early spring | Oh, Sang-Seok, Bai, Husile, Lee, Hyo-Jung, Jo, Hyun-Young, Kim, Cheol-Hee | Snow Cover | ||
| Evaluation of the WRF model's performance at gray-zone resolution in simulating climate over the Tibetan Plateau | Li, Yijia, Wang, Xuejia, Ou, Tinghai, Wang, Jiayu, Yuan, Yue, Gou, Xiaohua, Pang, Guojin, Yang, Meixue, Linderholm, Hans W., Chen, Deliang, Lu, Mengqian | Snow Cover, Snow Cover | ||
| Evidence for megaflood slack-water deposits in the Siyom River Valley, eastern Himalaya | Morey, Susannah M., Lang, Karl A., Huntington, Katharine W., Shobe, Charles M., Nath, Srinanda, Loreen, Chloe | Reforestation, Terrestrial Ecosystems, Permafrost, Rock Glaciers, Glacier Elevation/Ice Sheet Elevation, Glacier Motion/Ice Sheet Motion, Glacier Thickness/Ice Sheet Thickness, Glacier Topography/Ice Sheet Topography, Glaciers, Ice Sheets, Icebergs, Ice Deformation, Ice Depth/Thickness, Ice Edges, Ice Extent, Ice Floes, Ice Growth/Melt, Ice Roughness, Ice Temperature, Ice Types, Icebergs, Leads, Pack Ice, Polynyas, Reflectance, Sea Ice Motion, Ice Extent, Ice Growth/Melt, Ice Motion, Ice Velocity, Lake Ice, Permafrost, River Ice, Snow Cover, Landslides, Aeolian Landforms, Coastal Landforms, Fluvial Landforms, Glacial Landforms, Karst Landforms, Tectonic Landforms, Land Use/Land Cover Classification, Landscape Ecology, Landscape Patterns, Landscape Processes, Reforestation, Surface Roughness, Terrain Elevation, Topographic Effects, Barrier Islands, Beaches, Deltas, Dunes, Estuaries, Fjords, Inlets, Lagoons, Mangroves, Marshes, Rocky Coasts, Shorelines, Wind Waves, Surface Winds, Ice Deformation, Ice Depth/Thickness, Ice Edges, Ice Extent, Ice Floes, Ice Roughness, Ice Types, Icebergs, Leads, Pack Ice, Polynyas, Sea Ice Motion, Glacial Landforms, Caldera, Cinder Cone, Faults, Folds, Geyser, Graben, Horst, Lava Dome, Lava Plain, Maar, Mountains, Plateau, Ridge, Rift Valley, Tuya, Volcano, Tectonic Landforms, Earthquakes, Plate Tectonics, Volcanic Activity, Glacier Elevation/Ice Sheet Elevation, Glacier Motion/Ice Sheet Motion, Glacier Topography/Ice Sheet Topography, Glaciers, Ice Sheets, Icebergs, Ice Extent, Ice Growth/Melt, Ice Motion, Ice Velocity, Lake Ice, Permafrost, River Ice | ||
| Cloud gap filling for continuous normalized difference snow index snow cover using the dynamic seasonally recurrent snow depletion pattern over a mountainous watershed | Woodruff, C.D., Qualls, R.J., Humes, K.S. | Snow Cover | ||
| Comparative machine learning and deep learning approaches for | Azizi, Mahan, Abbasi, Ali, Asli Charandabi, Mohammad Reza | Precipitation, Precipitation Amount, Precipitation Rate, Snow, Rain, Surface Pressure, Heat Flux, Longwave Radiation, Shortwave Radiation, Air Temperature, Specific Humidity, Evapotranspiration, Wind Speed, Soil Moisture/Water Content, Soil Temperature, Land Surface Temperature, Snow Cover, Snow Depth, Snow Water Equivalent, Runoff, Reflectance, Emissivity |
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| Bridging data gaps in urban heat forecasting: Remote sensing and image processing approach for Qatar's climate | Braganza, Nathan Joseph, Sodiq, Ahmed, Amhamed, Abdulkarem, Alrebei, Odi Fawwaz | Land Surface Temperature, Emissivity, Albedo, Snow Cover | ||
| Climate warming reshapes vegetation responses in China from temperature to precipitation | Wang, Meihong, Zhao, Hui, Wei, Da, Chen, Zhaojie, Zhang, Hongsheng, Jiang, Shizhong, Deng, Wei | Surface Pressure, Heat Flux, Longwave Radiation, Shortwave Radiation, Air Temperature, Specific Humidity, Evapotranspiration, Wind Speed, Rain, Snow, Soil Moisture/Water Content, Soil Temperature, Land Surface Temperature, Snow Cover, Snow Depth, Snow Water Equivalent, Runoff | ||
| Asynchronous canopy physiological and structural cycles reveal complex | Xie, Qi, Tian, Feng, Tagesson, Torbern, Wang, Lanhui, Fensholt, Rasmus, Tong, Xiaoye, Jin, Hongxiao, Ma, Xuanlong, Cai, Zhanzhang, Dou, Yujie, Feng, Luwei, Eklundh, Lars | Reflectance, Vegetation Index, Snow Grain Size, Snow Cover, Normalized Difference Vegetation Index (NDVI), Emissivity, Land Surface Temperature | ||
| Cyanogenesis variation in white clover is decoupled from regional climate and human footprint across a longitudinal gradient | Akinwole, Philips O., Tan, Yangjie, Alfonso, Victor L. | Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Land Surface Temperature, Emissivity, Snow Cover | ||
| Decreased ecosystem stability during the expansion and greening of East Asian oases in the early 21st century | Zhu, Huixin, Li, Junran, Xiao, Huijie, Xin, Zhiming, Wang, Guan, Wang, Yafeng, Tang, Qiang | Reflectance, Vegetation Index, Snow Grain Size, Snow Cover, Normalized Difference Vegetation Index (NDVI) | ||
| MODIS and VIIRS snow-cover extent products | Hall, Dorothy K., Riggs, George A. | Snow Cover | ||
| Snow Leopard (Panthera uncia) Status in Russian Federation | Karnaukhov, Alexander | Snow Cover, Snow Cover | ||
| Spatiotemporal patterns and regional differences of lake ice phenology | Kuluwan, Yimuran, Ke, Chang-Qing, Rusuli, Yusufujiang, Cai, Yu, Maimaitituerxun, Aizemaitijiang | Albedo, Snow Cover | ||
| The energy balance behind glacier retreat: A regional reconstruction for Western Canada (19802022) | Draeger, Christina, Radic, Valentina | Albedo, Snow Cover, Radiative Forcing, Forests, Alpine/Tundra, Albedo |