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
A global, daily carbon budget for terrestrial ecosystems constrained by satellite observations of soil moisture: The SMAP Level 4 carbon product at ten years
2026
Endsley, K. Arthur, Kimball, John S., Reichle, Rolf H., Ardizzone, Joseph V., Kundig, Tobias, Colligan, Thomas, Heinke, Jens, Kato, Etsushi, Knauer, Jurgen, Ma, Lei, Nutzel, Tobias, Sun, Qing, Yuan, Wenping
Leaf Characteristics, Photosynthetically Active Radiation , Leaf Area Index (LAI) , Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Root Zone Soil Moisture, Surface Soil Moisture, Gross Primary Production (gpp), Heterotrophic Respiration (rh), NET ECOSYSTEM CO2 EXCHANGE (NEE), Soil Organic Carbon (SOC), Atmospheric Carbon Dioxide, Respiration Rate, Air Temperature, Surface Winds , Net Radiation, Heat Flux
A fused soil moisture product integrating linear fusion method and error characteristics approach
2026
Singh, Anuj, Dhanya, C.T., Saharia, M.
Brightness Temperature, Microwave Imagery, Soil Moisture/Water Content , Vegetation Water Content, Surface Soil Moisture
A global dataset of land-atmosphere coupling metrics based on observations for evaluating Earth system models
2026
Tavakoli, Nazanin, Dirmeyer, Paul A.
Surface Soil Moisture, Brightness Temperature
Capturing Mesoscale and Submesoscale Ocean Fronts in the Gulf of Mexico
2026
Cruz, Ethan, Subrahmanyam, Bulusu
Salinity
Confidently uncertain: validating satellite ECV measurement uncertainty estimates
2026
Verhoelst, Tijl, Povey, Adam C., Gruber, Alexander, Bulgin, Claire E., Keppens, Arno, Compernolle, Steven, Lambert, Jean-Christopher
Brightness Temperature, Surface Soil Moisture
Consistent Soil Moisture and Vegetation Optical Depth from Relatively Calibrated SMOS Brightness Temperatures with SMAP
2026
Chaubell, Julian, Yueh, Simon H., Colliander, Andreas, Hayashi, Akiko, Bindlish, Rajat, Dunbar, R. Scott, Entekhabi, Dara, Asanuma, Jun, Berg, Aaron A., Coffin, Alisa, Cosh, Michael H., Flerchinger, Gerald, Fortuna, Ann-Marie, Collins, Chandra Holifield, Lychuk, Taras, Martinez-Fernandez, Jose, Moore, Kayla, Su, Zhongbo, Walker, Jeffrey
Brightness Temperature, Surface Soil Moisture, Vegetation Optical Depth
Comparing modeled and measured carbon dioxide data at five canadian peatlands revealed highly variable non-growing season fluxes
2026
Hettinga, E. Kathryn, Rezanezhad, Fereidoun, Persaud, Bhaleka D., Slowinski, Stephanie, Strack, Maria, Liu, Haojie, Lennartz, Bernd, Humphreys, Elyn, Wu, Jianghua, Skeeter, June, Knox, Sara H., Alcock, Haley, Sonnentag, Oliver, Detto, Matteo, Van Cappellen, Philippe
Land Use/Land Cover Classification , Fire Occurrence, Land Surface Temperature , THERMAL ANOMALIES, Root Zone Soil Moisture, Surface Soil Moisture, Gross Primary Production (gpp), Heterotrophic Respiration (rh), NET ECOSYSTEM CO2 EXCHANGE (NEE), Soil Organic Carbon (SOC)
Comparing Sea Surface Salinity Variability from Spaceborne and In Situ
2026
Ferola, Antonino Ian, Sabia, Roberto, Cotroneo, Yuri, Cesarano, Cinzia, Olmedo, Estrella, Gonzalez-Gambau, Veronica, Wadhams, Peter, Aulicino, Giuseppe
Salinity
Characterization of uncertainty in ground-based validation of soil
2026
Zeng, Qicheng, Wu, Xiaodan, Wen, Jianguang, Yin, Gaofei, Lin, Xingwen, Li, Yukun, You, Dongqin, Xiao, Qing
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 , Brightness Temperature, Surface Soil Moisture
Characteristics and influencing factors of soil moisture memory across
2026
Hong, Xu, Jia, Shaofeng, Zhu, Wenbin
Brightness Temperature, Surface Soil Moisture, 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
Cloudburst or hybrid phenomenon? Dissecting the Dharali flood disaster of 2025
2026
Vijayalekshmi, Gopika, Goel, N. K., Arora, Manohar, Sharma, M. L., Narayanan, R. Unni, Vishnoi, R. K.
Root Zone Soil Moisture, Surface Soil Moisture
Development of low latency, high resolution SMAP soil moisture retrievals in support of near-real-time applications
2026
Kwon, Yonghwan, Liu, Pang-Wei, Navari, Mahdi, Bindlish, Rajat, Kemp, Eric M., Wegiel, Jerry W., Jalilvand, Ehsan, Kumar, Sujay V.
ANTENNA TEMPERATURE, Brightness Temperature, Surface Soil Moisture
Cross-Attention-Based Spatiotemporal Learning Network for Generating
2026
Xu, Xiaoke, Lin, Liupeng, Gu, Chunlei, Jing, Yinghong, Li, Xinghua
Land Use/Land Cover Classification , Surface Soil Moisture
Divergent Subtropical Forest Functional and Structural Responses to the
2026
Li, Baoni, Liu, Junguo, Wang, Dashan, Liu, Xiaoye, Liang, Shijing, Zhang, Shuyu, Gong, Guoqing, Zeng, Ling, Guo, Zhilin, Ye, Jianhuai, Wang, Chen, Zeng, Zhenzhong
Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Land Use/Land Cover Classification , Surface Soil Moisture
Data Fusion Framework for a High-Resolution Regional Dataset in the
2026
Fu, Lifu, Zhang, Chunling, Ge, Yijun, Shu, Bo, Zhou, Ruoxiao
Salinity
Drivers of near-surface ocean salinity variability in the Northeastern
2026
Khazaei, Bahram, Kurapov, Alexander L., Durski, Scott M.
Salinity
Downscaling SMAP soil moisture using a hybrid machine-learning algorithm
2026
Singh, Abhilash, Niranjannaik, M., Gaurav, Kumar
Brightness Temperature, Surface Soil Moisture
Assessing the impact of hurricanes on the carbon cycle using SMAP satellite and in-situ observations: Role of land cover and precipitation
2026
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)
Assessing the Regional Accuracy of Arctic Satellite Sea Surface Salinity: Insights from Reanalyses and In Situ Observations
2026
Sanchez-Urrea, Maria, Umbert, Marta, Gali, Marti, De Andres, Eva, Garcia-Espriu, Aina, Gonzalez-Gambau, Veronica, Olmedo, Estrella, McPherson, Rebecca, Gabarro, Carolina
Salinity , Salinity , Surface Winds
Assessing rockbed performance in Deep Winter Greenhouses under varying design parameters and operating conditions
2026
Hoody, Jennifer M., Handeen, Daniel, Schweser, Greg, Wright, Natasha C.
Root Zone Soil Moisture, Surface Soil Moisture
Assessing SMAP for enhanced wildfire danger prediction in boreal-Arctic ecosystems
2026
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
Enhancing 3 km soil moisture retrieval: data fusion of SMAP brightness temperature with GNSS-R reflectivity from Spire and CYGNSS
2026
Li, Ming, Zhang, Jiahua, Braun, John J, Weiss, Jan-Peter, Sleziak-Sallee, Maggie
Land Use/Land Cover Classification , Plant Phenology, Enhanced Vegetation Index (EVI), Brightness Temperature, Radar Cross-Section, Radar Reflectivity
Evaluating Satellite and Model Sea Surface Salinity With in Situ Observation from an Autonomous Surface Vehicle
2026
Ayim, Samuel M., Jaeger, Leonie, Gassen, Lisa, Wurl, Oliver
Sea Surface Temperature , Ocean Surface Salinity, SURFACE CONDUCTIVITY, Salinity , Surface Winds
Ensemble numerical simulation of permafrost thermal regimes over the Tibetan Plateau using the Flexible Permafrost Model: 19502023
2026
Sun, Wen, Cao, Bin
Leaf Area Index (LAI) , Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Brightness Temperature, Surface Soil Moisture