A Hybrid Physics-Guided Machine Learning for Soil Moisture Monitoring and Drought Assessment From CYGNSS in Complex Terrain
2026
Rhadiouini, Charafa El, Jin, Shuanggen, Yeboah, Emmanuel, Sarfo, Isaac, Okrah, Abraham
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 , RADAR IMAGERY, Terrain Elevation , Topographical Relief Maps, Digital Elevation/Terrain Model (DEM) , Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Brightness Temperature, Surface Soil Moisture, Radar Cross-Section, Radar Reflectivity
An operational global L-band soil moisture and vegetation optical depth dataset from optimized 40 SMOS brightness temperatures for 20102024
2026
Xing, Zanpin, Li, Xiaojun, Frappart, Frederic, De Lannoy, Gabrielle, Jagdhuber, Thomas, Peng, Jian, Fan, Lei, Ma, Hongliang, Karthikeyan, Lanka, Liu, Xiangzhuo, Wang, Mengjia, Zhao, Lin, Liu, Yongqin, Wigneron, Jean-Pierre
Land Use/Land Cover Classification , Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Plant Phenology, Brightness Temperature, Surface Soil Moisture
Improving Global Surface Soil Moisture Prediction Through PhysicsGuided Deep Learning and ClusterBased Regionalization
2026
Xi, Xuan, Zhuang, Qianlai
Brightness Temperature, Surface Soil Moisture
National Oceanic and Atmospheric Administration Soil Moisture Operational Product System: An overview and data assimilation applications
2026
Yin, Jifu, Zhan, Xiwu, Liu, Jicheng, Kim, Jong, Jeon, ChanHoo, Petro, Gillian
Brightness Temperature, Surface Soil Moisture
A Hybrid Approach for Soil Moisture Upscaling Based on Dense Monitoring With Consideration of Heterogeneity
2025
Guo, Shitong, Guo, Ge, He, Xiurong, Liu, Shaomin, Chai, Linna, Zhao, Tianjie, Zhu, Zhongli, Xu, Ziwei
Brightness Temperature, Surface Soil Moisture
Benchmarking and evaluating the NASA Land Information System (version
2025
He, Cenlin, Lin, Tzu-Shun, Mocko, David M., Abolafia-Rosenzweig, Ronnie, Wegiel, Jerry W., Kumar, Sujay V.
Albedo , Anisotropy, Brightness Temperature, Surface Soil Moisture, Albedo, Snow Cover
Assimilation of ASCAT Soil Moisture and SMAP Brightness Temperature Observations into the NASA GEOS Land Data Assimilation System
2025
Fox, Andrew M., Reichle, Rolf H., Liu, Qing
Brightness Temperature, Surface Soil Moisture
Assessing the capability of Triton GNSS-Reflectometry for land surface hydrological monitoring
2025
Setti, Paulo T., Tabibi, Sajad
Radar Cross-Section, Radar Reflectivity, SIGMA NAUGHT, Flight Data Logs, Total Surface Water , Brightness Temperature, Surface Soil Moisture
Real-time estimation of SMAP soil moisture in mountainous areas and its impact on rainfall-runoff simulation
2025
An, Huicong, Ouyang, Chaojun, Chen, Xiaoqing
Brightness Temperature, Surface Soil Moisture
Refined semi-empirical models for soil moisture retrieval in spaceborne
2025
Dong, Zhounan, Yan, Qingyun, Jin, Shuanggen, Li, Li, Chen, Guodong
Land Use/Land Cover Classification , Brightness Temperature, Surface Soil Moisture
Reprocessed NOAA SMOPS Blended Soil Moisture Product as a Climate Data Record
2025
Yin, Jifu, Zhan, Xiwu, Liu, Jicheng, Barlage, Michael, Meng, Huan, Kalluri, Satya, Yang, John Xun, Ogden, Fred L., Goldberg, Mitchell D., Zhao, Limin, Cosh, Michael, Ferraro, Ralph R.
Brightness Temperature, Surface Soil Moisture
Analysis of hydrological time-lag effects using multiple GNSS techniques: GNSS-R-retrieved soil moisture, GNSS-derived coordinates, and GNSS-based water vapor ...
2025
Yong, Weiao, Wang, Xiaolei, Tu, Jinsheng, Gao, Ying
Brightness Temperature, Surface Soil Moisture
A parametric approach for global estimation of forest above-ground biomass with SMOS and SMAP L-band radiometer data
2025
Cartus, Oliver, Santoro, Maurizio, Jimenez, Carlos, Prigent, Catherine, Schwank, Mike, Wegmuller, Urs
Brightness Temperature, Surface Soil Moisture
An Algorithm for Downscaling SMAP Soil Moisture to 3 km Using CYGNSS Observations
2025
Zhu, Yifan, Guo, Fei, Yang, Wentao, Zhang, Zhiyu, Li, Zheng, Wu, Ziheng, Zhang, Xiaohong
Brightness Temperature, Surface Soil Moisture, Soil Moisture/Water Content
Lightning density and its coupled covariates within the Continental United States
2025
Eisenacher, Steffen, Fluhrer, Anke, Bliefernicht, Jan, Short Gianotti, Daniel J., Kunstmann, Harald, Jagdhuber, Thomas
Brightness Temperature, Surface Soil Moisture
Nonlinear Soil Moisture Loss Function Reveals Vegetation Responses to Water Availability
2025
Araki, Ryoko, Morgan, Bryn E., McMillan, Hilary K., Caylor, Kelly K.
Digital Elevation/Terrain Model (DEM) , Land Use/Land Cover Classification , Normalized Difference Vegetation Index (NDVI) , Soil Classification, Soil Texture, Surface Roughness, Brightness Temperature, Surface Soil Moisture, Root Zone Soil Moisture
Spatio-temporal dynamics of L-band zeroth-order vegetation scattering albedo from SMAP observations in tropical forests
2025
Liu, Yuqing, Li, Xiaojun, Ciais, Philippe, Frappart, Frederic, Liu, Xiangzhuo, G. Cosio, Eric, Zheng, Yi, Xing, Zanpin, Wang, Huan, Fan, Lei, Chaubell, Mario Julian, Wigneron, Jean-Pierre
Brightness Temperature, Surface Soil Moisture
Two-stage downscaling and correction cascade learning framework for
2025
Li, Jie, Wei, Yingtao, Lin, Liupeng, Yuan, Qiangqiang, Shen, Huanfeng
Brightness Temperature, Surface Soil Moisture, Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Land Surface Temperature , Emissivity, Precipitation , Precipitation Amount, Precipitation Rate , Snow, Rain , Albedo , Anisotropy
Value of microwave soil moisture and thermal-infrared evapotranspiration retrievals for the mapping of irrigation coverage
2025
Crow, Wade T., Anderson, Martha C., Volk, John M., Colliander, Andreas
Brightness Temperature, Surface Soil Moisture
Vegetation signal crosstalk present in official SMAP surface soil
2025
Crow, Wade T., Feldman, Andrew F.
Land Use/Land Cover Classification , Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Brightness Temperature, Surface Soil Moisture, Root Zone Soil Moisture
A first evaluation of satellite soil moisture products over the Central-Western Tibetan Plateau using rain gauge observations
2024
Huang, Cheng, Zhao, Long, Chen, Yingying, Chen, Jinyan, Yang, Kun
Brightness Temperature, Surface Soil Moisture
Comprehensive Analysis of CYGNSS GNSS-R data for Enhanced Soil Moisture Retrieval
2024
Setti, Paulo, Tabibi, Sajad
Radar Cross-Section, Radar Reflectivity, Radar Cross-Section, Radar Reflectivity, Soil Temperature, Soil Moisture/Water Content , SIGMA NAUGHT, Flight Data Logs, Brightness Temperature, Surface Soil Moisture
Estimating Backward Scattering using GNSS-Reflectometry Measurements for Soil Moisture Retrieval
2024
Perez-Portero, Adrian, Rodriguez-Alvarez, Nereida, Francesc Munoz-Martin, Joan, Bosch-Lluis, Xavier, Oudrhiri, Kamal
Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Brightness Temperature, SIGMA NAUGHT, Soil Moisture/Water Content , Surface Soil Moisture
Retrieval and evaluation of surface soil moisture from CYGNSS using blended microwave soil moisture products
2024
Dong, Zhounan, Jin, Shuanggen, Li, Li, Wang, Peng
Brightness Temperature, Surface Soil Moisture
Preferential Hydrologic States and Tipping Characteristics of Global Surface Soil Moisture
2024
Sehgal, Vinit, Mohanty, Binayak P.
Brightness Temperature, Surface Soil Moisture, Soil Moisture/Water Content