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 Soils Data
List of peer-reviewed publications that cite using Soils data.
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| Title | Year Sort ascending | Author | Topic | Dataset |
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| Satellite soil moisture as an additional observational constraint for machine learning-based irrigation water use modeling | Huang, Xin, He, Qing, Hanasaki, Naota, Oki, Taikan | Root Zone Soil Moisture, Surface Soil Moisture, Brightness Temperature, Soil Classification, Soil Depth, Soil Porosity, Soil Texture, Terrain Elevation | ||
| Soil moisture deficits amplify and prolong vegetation productivity losses under compound dry-hot extremes | Huang, Shuzhe, Wang, Siqi, Wang, Chao, Zhang, Xiang, Gong, Jianya, Chen, Nengcheng | Primary Production, Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Gross Primary Production (gpp), Reflectance | ||
| Soil moisture impact on convective initiation | AlNasser, Faisal, Gianotti, Daniel, Entekhabi, Dara | Brightness Temperature, Surface Soil Moisture, Vegetation Optical Depth | ||
| Soil moisture retrieval with high spatialtemporal resolution via the fusion of CYGNSS and SAR data | Chang, Xin, Wang, Qi, Sun, Jiaojiao, Tan, Zuozhu, Li, Dawei, Yu, Kegen | Brightness Temperature, SIGMA NAUGHT, Surface Soil Moisture | ||
| Usage of normalized soil moisture for improving the performance of rainfall thresholds along transportation corridors | Rahimikhameneh, Leila, Alvarez Reyna, Abraham, Montgomery, Jack, O'Donnell, Frances | Surface Soil Moisture | ||
| Vegetation growth responses to extreme drought events during 20012016 in Southwest China | Bing, Jiawei, Wang, Lihuan, Lu, Yaqiong | Gross Primary Production (gpp), Vegetation Cover, Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Primary Production, Land Use/Land Cover Classification | ||
| Assessment of reanalysis soil temperature products over the pan-Arctic | Li, Yanjie, Wang, Lingxiao, Zhao, Lin, Hu, Guojie, Wu, Yifan, Li, Yan, Li, Xiangfei, Wang, Meng, Zhao, Jianting, Li, Zhibin | Longwave Radiation, Shortwave Radiation, Soil Heat Budget, Soil Heat Budget, Soil Temperature, Soil Temperature, Soil Infiltration, Soil Infiltration, Soil Moisture/Water Content, Surface Soil Moisture, Root Zone Soil Moisture, Soil Moisture/Water Content, Evaporation, Surface Water, Runoff Rate, Average Flow, Average Flow, Precipitation, Snow/Ice, Snow Depth, Snow Melt, Snow/Ice Temperature, Leaf Area Index (LAI), Leaf Area Index (LAI), Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI) | ||
| Assessment of snow water equivalent characteristics in time and space over the Mackenzie River basin | Soltani, Mohsen, Fletcher, Christopher G., Erler, Andre, Bunn, Melissa I., Russell, Hazen A.J | 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 | ||
| Assimilation of solarinduced fluorescence satellite observations in the European Centre for MediumRange Weather Forecasts integrated forecast system |
Garrigues, Sebastien, de Rosnay, Patricia, Weston, Peter, Rudiger, Christoph, Bacour, Cedric, Fairbairn, David, Vanderbecken, Pierre, RojasMunoz, Oscar, Pinnington, Ewan, AgustiPanareda, Anna, Boussetta, Souhail, Calvet, JeanChristophe, Engelen, Richard | Primary Production, Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Gross Primary Production (gpp), Reflectance | ||
| Bayesian Model Averaging Method for Merging Multiple Precipitation Products over the Arid Region of Northwest China | Yang, Yong, Chen, Rensheng, Lu, Xinyu, Mao, Weiyi, Liu, Zhangwen, Wang, Xueliang | 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, Skin Temperature, Water Vapor, Snow/Ice, Evaporation, Latent Heat Flux, Latent Heat Flux, Sensible Heat Flux, Diffusion, Surface Winds, U/V Wind Components, Wind Stress, Wind Stress, Surface Roughness, Planetary Boundary Layer Height, Ice Fraction, Precipitation, Precipitation Amount, Total Surface Precipitation Rate |
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| Aridity modulates spatiotemporal changes in carbon allocation to leaves in Northern Hemisphere grasslands | Wu, Xiao, Bai, Wenrui, Gao, Chengxi, Zhou, Wencun, Lin, Shaozhi, Dai, Junhu, Wang, Huanjiong | Primary Production, Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Gross Primary Production (gpp), Reflectance | ||
| Anthropogenic Forcings Intensify Droughts More Severely in Drylands than in Humid Regions | Zhang, Yanting, Wu, Renguang, Zheng, XiaoTong, Mei, Jiahui, Sun, Lin | 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 | ||
| Assessing the impact of hurricanes on the carbon cycle using SMAP satellite and in-situ observations: Role of land cover and precipitation | Ray, Ram L., Kumar, Nirmal, Gurau, Sanjita, Raza, Ali, Khan, Nawab, Singh, Sudhir Kumar, Kayode, Esther Tosin, He, Yiping | Respiration Rate, Primary Production, Carbon, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Surface Soil Moisture, Soil Organic Carbon (SOC) |
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| Assessing SMAP for enhanced wildfire danger prediction in boreal-Arctic ecosystems | Bourgeau-Chavez, Laura L., Hanes, Chelene, Billmire, Michael, Bosse, Karl, Battaglia, Michael J., Colliander, Andreas | Soil Temperature, Soil Moisture/Water Content, Soil Horizons/Profile, Soil Depth, Active Layer, Brightness Temperature, Surface Soil Moisture |
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| Assessing Flash Drought Development and Propagation Across the Contiguous United States Using Remote Sensing | Zeraati, Masoud, Farahmand, Alireza, Seager, Richard, Fowler, Hayley J., Madani, Nima, Parazoo, Nicholas, Manning, Colin, White, Christopher J., Wen, Yixin, Mehran, Ali, AghaKouchak, Amir | 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, Leaf Area Index (LAI), Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Photosynthesis, Primary Production, Latent Heat Flux, Precipitation, Precipitation Amount, Tropopause, Air Temperature, Upper Air Temperature, Total Precipitable Water, Water Vapor, Cloud Height, Cloud Top Pressure, Cloud Top Temperature, Cloud Vertical Distribution, Emissivity, Sea Surface Temperature, Skin Temperature, Carbon Monoxide, Geopotential Height, Water Vapor Profiles, Cloud Liquid Water/Ice, Outgoing Longwave Radiation, Methane, Atmospheric Ozone |
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| Assessment and intercomparison of 23 global satellite and model-based soil moisture products using cosmic ray neutron sensing observations over Europe | Helili, Pariha, Li, Xiaojun, Wigneron, Jean-Pierre, De Lannoy, Gabrielle, Peng, Jian, Frappart, Frederic, Zeng, Jiangyuan, Xiao, Yao, Karthikeyan, L., de Rosnay, Patricia, Xing, Zanpin, Ebtehaj, Ardeshir, Colliander, Andreas, Konkathi, Preethi, Zhang, Ke, Fan, Lei | 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 | ||
| Al-Based LVB's Water Storage Products | Awange, Joseph L. | 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 | ||
| A fundamental trade-off among resilience, resistance, efficiency, and | Lerner, Joshua E., Feagin, Rusty A., Huff, Thomas P., Najjar, Raymond G., Layton, Astrid, Herrmann, Maria, Fuentes, Jose D. | Wetlands, Wetlands, Coastal, Gross Primary Production (gpp), Intertidal Zone | ||
| A near-global dataset of dissolved organic carbon concentrations and yields in forested headwater streams | Liu, Dong, Chang, Ruiying, Tang, Haiping | Autotrophic Respiration (ra), Heterotrophic Respiration (rh), Photosynthesis, Primary Production, Vegetation Productivity | ||
| A novel active-microwave method to estimate 1 km vegetation optical depth over the Heihe River Basin | Lu, Zhixuan, Fan, Lei, De Lannoy, Gabrielle, Bai, Xiaojing, Liu, Xiangzhuo, Xing, Zanpin, Zhou, Zhilan, Zeng, Jiangyuan, Frappart, Frederic, Peng, Jian, Che, Tao, Geng, Liying, Li, Xiaojun, Li, Xin, Baghdadi, Nicolas, Wigneron, Jean-Pierre | Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Leaf Characteristics, Photosynthetically Active Radiation, Leaf Area Index (LAI), Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Surface Soil Moisture | ||
| A satellite-driven approach to estimating delivered irrigation water via SM-based inversion algorithm: A case study of the Doroodzan irrigation district, Iran | Afrasiabikia, Peyman, Parvaresh Rizi, Atefeh, Brocca, Luca | Brightness Temperature, Surface Soil Moisture | ||
| A review of forward modelling and retrieval approaches for forest soil | Colliander, Andreas, Schwank, Mike, Zhou, Yiwen, Kurum, Mehmet, Vittucci, Cristina, Tsang, Leung, Roy, Alex, Berg, Aaron | Brightness Temperature, Surface Soil Moisture, Gross Primary Production (gpp), Heterotrophic Respiration (rh), NET ECOSYSTEM CO2 EXCHANGE (NEE), Soil Organic Carbon (SOC) | ||
| A new, long-term root zone soil moisture dataset for operational agricultural drought monitoring over Africa | Maidment, Ross I., Quaife, Tristan, Pinnington, Ewan, Black, Emily, Ejigu, Amsalework, Kumar, Dhirendra, Thomas, Simon | 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, Surface Temperature, Humidity, Surface Winds, Precipitation Rate, Ground Water, Root Zone Soil Moisture, Surface Soil Moisture |
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| A Decadal Survey of the Near-Surface Seismic Velocity Response to Hydrological Variations in Utah, United States | Feng, KuanFu, Denolle, Marine, Lin, FanChi, van Dam, Tonie | Heat Flux, Longwave Radiation, Shortwave Radiation, Surface Temperature, Evaporation, Evapotranspiration, Rain, Snow, Canopy Characteristics, Leaf Characteristics, Vegetation Cover, Soil Moisture/Water Content, Soil Temperature, Albedo, Land Surface Temperature, Snow Water Equivalent, Runoff | ||
| A time series deep learning algorithm for soil moisture retrieval from Sentinel-1 data using Transformer | Ndekelu, Lina N., Zhang, Hankui K., Bwangoy, Jean Robert, Henebry, Geoffrey M., Maimaitijiang, Maitiniyazi, Zhang, Xiaoyang, Lumbuenamo, Raymond, Liu, Pang-Wei, Gao, Lun | Brightness Temperature, SIGMA NAUGHT, Surface Soil Moisture |