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 Water Equivalent Data
List of peer-reviewed publications that cite using Snow Water Equivalent data.
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| Title | Year Sort ascending | Author | Topic | Dataset |
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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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| Tropical Cyclone Exposure and Risk of Adverse Birth Outcomes in Urban and Rural Areas of Georgia | NING, XUEJUAN, Chen, Kai, Liew, Zeyan, Warren, Joshua L., Heo, Seulkee, Bell, Michelle L, Deziel, Nicole C | Maximum/Minimum Temperature, 24 Hour Precipitation Amount, Snow Water Equivalent, Vapor Pressure, Shortwave Radiation | ||
| Forecasting Soil Acidification Risk from Wet Deposition Using Deep Learning | Kapilavai, Anjali, Feng, Edwin | Maximum/Minimum Temperature, Precipitation Amount, Snow Water Equivalent, Vapor Pressure, Shortwave Radiation | ||
| Geodetic evidence of water mass loss from global navigation satellite system measured land uplift in Turkiye | Ansari, Kutubuddin, Kaykc, Emine Tanr | 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, Terrestrial Water Storage, Ground Water, Glacier Mass Balance/Ice Sheet Mass Balance | ||
| Analysis of runoff dynamics and flood formation: An investigation through an explainable deep learning framework | Wang, Tian, Zhang, Lidan, Wang, Yuming, Zhou, Zhaoqiang, Dai, Yongjiu | 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, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI) | ||
| Application of machine learning to improve reanalysis soil temperatures | Herrington, Tyler C., Erler, Andre R., Fletcher, Christopher G. | 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 | ||
| Assessing dominant uncertainties in future precipitation projections for a HurricaneProne region | Kaiser, Samiul, Ahmadisharaf, Ebrahim, Polatel, Ceyda, Villarini, Gabriele, Misra, Vasubandhu, Asefa, Tirusew, AghaKouchak, Amir | Maximum/Minimum Temperature, 24 Hour Precipitation Amount, Snow Water Equivalent, Vapor Pressure, Shortwave Radiation | ||
| Cause-effect discovery in hydrometeorological systems: evaluation of causal discovery methods | Yadav, Vivek Kumar, Peel, Murray C., Fowler, Keirnan, Ryu, Dongryeol, Vishwakarma, Bramha Dutt | 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 | ||
| Characterizing the role of climate and urbanization on multi-decade stream hydrology: implications for watershed management | Ariano, Sarah S., Murfitt, Justin C. | Maximum/Minimum Temperature, 24 Hour Precipitation Amount, Snow Water Equivalent, Vapor Pressure, Shortwave Radiation | ||
| Assessing the impacts of urbanization and climate variability on | Shah, Adnan Abbas | Precipitation, Rain, Precipitation Amount, Precipitation Rate, Snow, Surface Pressure, Heat Flux, Longwave Radiation, Shortwave Radiation, Surface Temperature, Humidity, Evapotranspiration, Surface Winds, Soil Moisture/Water Content, Soil Temperature, Land Surface Temperature, Snow Water Equivalent, Runoff, Ground Water, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Photosynthesis, Primary Production, Latent Heat Flux, Emissivity |
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| Development and preliminary validation of an EnKF-like image | Bai, Xuesong, Lin, Zhaohui, Qin, Zhengkun, Li, Juan | 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 | ||
| Differential Effects of Soil Moisture and Air Temperature on Vegetation | Si, Yajun, Yu, Junpo, Li, Geng, Carrera, Jesus, Jin, Jiming, Bai, Haihua | 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, Land Use/Land Cover Classification, Plant Phenology, Enhanced Vegetation Index (EVI) |
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| Divergent population trajectories despite similar response to temperature in a widespread aerial insectivore | Taff, Conor C., Shipley, J. Ryan, Ardia, Daniel R., Aborn, David, Albert, Lauren, Belisle, Marc, Belmaker, Amos, Berzins, Lisha L., Blake, Tricia, Bonier, Frances, Brewer, Hannah C., Butler, Michael W., Cameron, Kyle, Case, Samuel B., Chang van Oordt, David, Clark, Robert G., Clotfelter, Ethan D., Cox, Amelia R., Dawson, Russell D., Derryberry, Elizabeth P., Diaz Bohorquez, Ana M., Dunn, Peter O., Ferretti, Valentina, Forsman, Anna M., Fuirst, Matthew, Garant, Dany, Garrett, Daniel R., Gutierrez, Jessica, Hagelin, Julie C., Hardt, Braelei M., Harris, Mercy E., Horton, Kyle, Houle, Carolyne, Houtz, Jennifer L., Jones, Patricia L., Jordan, Kimberley C., Kindel, Amanda S., Klaver, Robert, Knutie, Sarah A., Lauck, Katherine S., Lombardo, Michael P., Lougheed, Stephen C., Love, Ashley C., Mackenzie, Stuart A., McCarty, John P., McKellar, Ann E., Mejia, Nicole, Morrissey, Christy A., Nahom, Mia L., Norris, D. Ryan, Para, Lillian M., Pelletier, Fanie, Porter, Cody K., Rendell, Wallace B., Riddell, Eric A., Rivers, James W., Robertson, Raleigh J., Rose, Alexandra, Rosvall, Kimberly A., Ryan, Thomas A., Shannon, Ryan P., Shutler, Dave, Simons, Victoria F., Stanback, Mark, Tarwater, Corey E., Thorpe, Patrick A., Tingley, Morgan W., Tischer, Christine L., Tonelli, Benjamin A., Truan, Melanie L., Twining, Cornelia W., Uehling, Jennifer J., Vleck, Carol, Vleck, David, Watson, Michael L., Wheelwright, Nathaniel T., Whittingham, Linda A., Winkler, David W., Youngflesh, Casey, Zimmer, Cedric, Vitousek, Maren N. | Maximum/Minimum Temperature, 24 Hour Precipitation Amount, Snow Water Equivalent, Vapor Pressure, Shortwave Radiation | ||
| Divergent regional trends in alpine tundra productivity linked to changes in snow-free season length and summer warming | Moore, Miles A, Emery, Nancy C, Elmendorf, Sarah C | 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, Ground Water | ||
| Do Deep-Learning Models Perform Better Than Process-Based Models? A Diagnostic Evaluation Using Synthetic Streamflow Simulation Under Various Sources of Uncertainties | Kim, SeonHo, Hwang, Jeongwoo, Devineni, Naresh, Sankarasubramanian, A. | Maximum/Minimum Temperature, 24 Hour Precipitation Amount, Snow Water Equivalent, Vapor Pressure, Shortwave Radiation | ||
| A Holistic Assessment of Climate Change, Land Use, and Water Governance Through Complex Water Systems | Quaggio, Carolina Stager, Santarosa, Lucas Vituri, Moffatt, Philip, Sacchi, Marcelo Donadelli, Valdambrini, Bruno, Soares, Amanda Rodrigues, Boll, Jan, Gastmans, Didier | 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, Total Runoff | ||
| Deriving groundwater storage anomalies based on GRACE data and drought prediction using deep learning | Tian, Yunna, Hao, LangLang, Zhang, Qi, Yuan, Hui, Zhu, YongHua | 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 | ||
| Applying an Interpretable Deep Learning Model to Identify Wildfire-Prone Areas in Southwest China | Ma, Chenyu, Yang, Siquan, Cui, Jing, Li, Qiang, Yao, Qichao, Zhang, De, Guo, Jiachang, Wang, Xinqian, Qu, Chong | 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 | ||
| Analysis of the impact of hydroclimatic change on baseflow across dry and wet seasons in an inland river basin of northwest China | Song, Mengwei, Liu, Hailong, Wu, Quanlong, Sun, Chang, Shaimuradov, Firdavs, Gulakhmadov, Aminjon | 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 | ||
| From grid to ground: how well do gridded products represent soil moisture dynamics in natural ecosystems during precipitation events? | Nunez-Ibarra, Daniel A., Zambrano-Bigiarini, Mauricio, Galleguillos, Mauricio | 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 | ||
| Fusing ERA5-Land and SMAP L4 for an improved global soil moisture product (19502025) | Wang, Wenhong, Feng, Shiao, Zhang, Yonggen, Wei, Zhongwang, Dong, Jianzhi, Weihermuller, Lutz, Liu, Cong-Qiang, Vereecken, Harry | 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 | ||
| The HAND of flood mapping: multi-dimensional evaluation across data-rich and data-poor basins using existing maps, ground observations, and remote sensing data | Patel, Krutikkumar, Rajib, Adnan, Biswas, Nishan K, Liu, Zhu, Lofton, Esther N | Maximum/Minimum Temperature, 24 Hour Precipitation Amount, Snow Water Equivalent, Vapor Pressure, Shortwave Radiation | ||
| Reconstructing reservoir water levels using basin-scale GRACE TWS and | Besnier, Jessica, Getirana, Augusto, Biswas, Nishan Kumar, Lakshmi, Venkataraman | 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, Ground Water, Terrestrial Water Storage | ||
| The mental health toll of heat stress in India | Fritz, Manuela | 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, Aerosols, Aerosol Extinction, Aerosol Optical Depth/Thickness, Angstrom Exponent, Aerosol Particle Properties, Carbonaceous Aerosols, Dust/Ash/Smoke, Organic Particles, Sulfate Particles, Sulfur Oxides, Sulfur Compounds, Sulfate, Sulfur Dioxide, Sulfur Oxides, Particulate Matter, Dimethyl Sulfide, Black Carbon, Sea Salt, PARTICULATE MATTER (PM 2.5), PARTICULATE MATTER (PM 1.0), PARTICULATE MATTER (PM 10) |
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| The interplay of habitat quality and temperature shape demographic patterns of mule deer (Odocoileus hemionus) in North America | Janousek, William M., Johnston, Aaron N., Bullock, Sarah L., Dewey, Sarah R., Hall, L. Embere, Hayes, Teagan A., Huggler, Katey S., Kauffman, Matthew J., LaSharr, Tayler N., Lowrey, Blake, Jakopak, Rhiannon P., Monteith, Kevin L., Graves, Tabitha A. | Maximum/Minimum Temperature, 24 Hour Precipitation Amount, Snow Water Equivalent, Vapor Pressure, Shortwave Radiation |