Improving Global Surface Soil Moisture Prediction Through PhysicsGuided Deep Learning and ClusterBased Regionalization
2026
Xi, Xuan, Zhuang, Qianlai
Brightness Temperature, Surface Soil Moisture
Improved management reduces carbon losses in semi-arid grasslands: An
2026
Carrascosa, Alejandro, Moreno, Gerardo, Carrara, Arnaud, Nadolski, Laura, Lee, Sung-Ching, Rolo, Victor
Root Zone Soil Moisture, Surface Soil Moisture
Large Overestimation of Projected Western US Wildfire Burned Forest Area
2026
Cheng, Yu, McColl, Kaighin A., Mickley, Loretta J., Feng, Xu
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) , Geopotential Height, Altitude, Surface Temperature , Upper Air Temperature, Dew Point Temperature, Air Temperature, Cloud Top Temperature, Atmospheric Winds , Surface Winds , U/V Wind Components, Upper Level Winds, U/V Wind Components, Vertical Wind Velocity/Speed, Atmospheric Pressure, Sea Level Pressure, Cloud Top Pressure, Sea Level Pressure, Surface Pressure, Specific Humidity, Total Precipitable Water, Cloud Liquid Water/Ice, Atmospheric Water Vapor, Atmospheric Ozone, Oxygen Compounds, Boundary Layer Winds, Skin Temperature
MERRA-2 tavgM_2d_lnd_Nx: 2d,Monthly mean,Time-Averaged,Single-Level,Assimilation,Land Surface Diagnostics 0.625 x 0.5 degree V5.12.4 (M2TMNXLND) MERRA-2 tavgM_2d_slv_Nx: 2d,Monthly mean,Time-Averaged,Single-Level,Assimilation,Single-Level Diagnostics 0.625 x 0.5 degree V5.12.4 (M2TMNXSLV)
Leaf Shedding During Drought Reduces Hydraulic Stress in Trees
2026
Quetin, G. R., Anderegg, L. D. L., Trugman, A. T.
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
PeatDepth-ML: a global map of peat depth predicted using machine learning
2026
Skye, Jade, Melton, Joe R., Goldblatt, Colin, Gallego-Sala, Angela, Garneau, Michelle, Winton, Scott
Land Use/Land Cover Classification , Plant Phenology, Enhanced Vegetation Index (EVI), Photosynthesis, Primary Production, Vegetation Productivity, Normalized Difference Vegetation Index (NDVI), Vegetation Index , 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
Next-generation Metop ASCAT surface soil moisture datasets from EUMETSAT H SAF
2026
Hahn, Sebastian, Melzer, Thomas, Wagner, Wolfgang
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
Optimizing fertilizer use for sustainable crops with Agrivoltaics in Mediterranean climates
2026
Rapella, Lia, Viovy, Nicolas, Faranda, Davide, Drobinski, Philippe
Carbon , Nitrogen, Soil Water Holding Capacity , Soil Bulk Density, Soil Chemistry, Soil Classification, Soil Moisture/Water Content , Soil Horizons/Profile
Optimizing Soil Moisture-Runoff Coupling Strength With Remotely Sensed
2026
Feng, Huihui, Zhou, Jianhong, Wu, Zhiyong, Dong, Jianzhi, Brocca, Luca, Zhao, Long, He, Hai, Fan, Hui
Carbon , Cation Exchange Capacity, Organic Matter, Land Use/Land Cover Classification , Surface Soil Moisture
Optimal Planning and Machine Learning for Responsive Tracking and Enhanced Forecasting of Wildfires Using a Spacecraft Constellation
2026
Roy-Singh, Sreeja, Ravindra, Vinay, Levinson, Richard, Moghaddam, Mahta, Mandel, Jan, Kochanski, Adam, Caus, Angel Farguell, Nelson, Kurtis, Taleghan, Samira Alkaee, Kannan, Archana, Melebari, Amer
Soil Moisture/Water Content
On the gap between crop and land surface models: comparing irrigation and other land surface estimates from AquaCrop and Noah-MP over the Po Valley
2026
Busschaert, Louise, Bechtold, Michel, Modanesi, Sara, Massari, Christian, Raes, Dirk, Kumar, Sujay V., De Lannoy, Gabrielle J. M.
Surface Soil Moisture
Modeling decadal snow and ice dynamics and their hydrological impacts in
2026
Guojing, GAN, Jinglu, WU, Ruibiao, YANG, Yanchun, GAO, Beibei, SHEN
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
Monitoring Flood Inundation Dynamics From Space
2026
Campo, C., Tamagnone, P., Choy, S., Tran, T. D., Schumann, G. J.P., Kuleshov, Y.
Atmospheric Water Vapor, Precipitation , Brightness Temperature, Surface Soil Moisture, Terrain Elevation , Vegetation Height, Reflectance , Reflectance
Northwest boundary of the western Pacific subtropical high and its relationship with the soil moisture in southern China during boreal summer
2026
Liu, Binshuo, Zhou, Yang, Lei, Boyang, Sun, Shanlei, Chen, Haishan
Surface Soil Moisture
Nonlinear trend decomposition for reconstructing terrestrial water
2026
Nie, Shengkun, You, Wei, Wan, Xiangyu, Yang, Xinchun, Zhao, Ruiqi, Fan, Dongming
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
Microwave Remote Sensing and Risk Matrix Assessment for Climate Change
2026
Fontgalland, Isabel L. M., Fontgalland, Glauco
Brightness Temperature, Surface Soil Moisture
Meteorological to agricultural drought transitions compounded by heat waves in historical and future climates
2026
Short Gianotti, Daniel J., Gannon, Meriah J., Entekhabi, Dara
Brightness Temperature, Surface Soil Moisture, Tropopause, Surface Pressure, 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, Humidity , Water Vapor Profiles, Cloud Liquid Water/Ice, Outgoing Longwave Radiation, Methane, Atmospheric Ozone, Tropospheric Ozone, Sulfur Dioxide , Surface Temperature , Cloud Fraction
Physics-Embedded Deep Learning for Wildfire Risk Assessment: Integrating Statistical Mechanics into Neural Networks for Interpretable Environmental Modeling
2026
Jadouli, Ayoub, Amrani, Chaker El
Vegetation Water Content, Soil Moisture/Water Content , Skin Temperature, Vegetation Index, Normalized Difference Vegetation Index (NDVI)
Physics-guided deep learning for geostationary satellite-based
2026
Fan, Chunquan, Zhang, Yiru, Chen, Rui, Zhang, Hongguo, Yin, Jianpeng, Li, Yanxi, He, Binbin, Quan, Xingwen
Surface Soil Moisture
Sinkhole risk forecasting in the Lithuania-Latvia Karst region using
2026
Samalavicius, Vytautas, Bikse, Janis, Zaslavsky, Ilya, Lekstutyte, Ieva, Arustiene, Jurga, Zarzojus, Gintaras, Kunsakova, Assemzhan, Retike, Inga, Gadeikiene, Sonata, Gadeikis, Saulius
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
Strengthening influence of atmospheric rivers on global snow depth dynamics
2026
Li, Haili, Ke, Chang-Qing, Shen, Xiaoyi, Wu, Suhui, Zhu, Qinghui, Cai, Yu, Xiao, Yao, Chen, Deliang, Lu, Xixi, Duan, Zheng, He, Liyin, Xu, Yuyue
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
Streamflow composition in US rivers is shifting toward recent precipitation
2026
Chen, Chuqiang, Husic, Admin
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
State-of-the-art hydrological datasets exhibit low water balance consistency globally
2026
Huang, Hao, Liu, Junguo, Chen, Aifang, Ruiz-Vasquez, Melissa, Orth, Rene
Precipitation , Precipitation Amount, Precipitation Rate , Snow, Rain , Vegetation Index , Landscape Patterns, Evapotranspiration , Photosynthesis, Primary Production, Latent Heat Flux, Root Zone Soil Moisture, Surface Soil Moisture
Synergistic impact of simultaneously assimilating radar-and radiometer-based soil moisture retrievals on the performance of numerical weather prediction systems
2026
Kwon, Yonghwan, Jun, Sanghee, Kim, Hyunglok, Seol, Kyung-Hee, Kwon, In-Hyuk, Kim, Eunkyu, Cho, Sujeong
Brightness Temperature, Surface Soil Moisture
Surface Water Mapping and Flood Dynamics Monitoring Using CYGNSS and Deep Learning
2026
Perez, Roman Alarcia, Jr, Paulo T. Setti, Tabibi, Sajad
Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Surface Soil Moisture