A time series deep learning algorithm for soil moisture retrieval from Sentinel-1 data using Transformer
2026
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
A near-global dataset of dissolved organic carbon concentrations and yields in forested headwater streams
2026
Liu, Dong, Chang, Ruiying, Tang, Haiping
Autotrophic Respiration (ra), Heterotrophic Respiration (rh), Photosynthesis, Primary Production, Vegetation Productivity
A review of forward modelling and retrieval approaches for forest soil
2026
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
2026
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
A fundamental trade-off among resilience, resistance, efficiency, and
2026
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
GEMS-GER: a machine learning benchmark dataset of long-term groundwater levels in Germany with meteorological forcings and site-specific environmental ...
2026
Ohmer, Marc, Liesch, Tanja, Habbel, Bastian, Heudorfer, Benedikt, Gomez, Mariana, Clos, Patrick, Nolscher, Maximilian, Broda, Stefan
Runoff , Soil Texture
Global crop-specific energy demand for irrigation
2026
Chiarelli, Davide Danilo, DOdorico, Paolo, Fiori, Aldo, Nanesha, Harsh, Unnikrisnan, Akhil, Lombardich, Ivan, Rulli, Maria Cristina
Carbon , Cation Exchange Capacity, Organic Matter
Global daily 9 km remotely sensed soil moisture (20152025) with microwave radiative transfer-guided learning
2026
Feng, Sijia, Li, Aoyang, Zhou, Rui, Butterbach-Bahl, Klaus, Guan, Kaiyu, Jin, Zhenong, Looms, Majken C., Wang, Sherrie, Igel, Christian, Treat, Claire, Olesen, Jrgen Eivind, Wang, Sheng
Brightness Temperature, Surface Soil Moisture, Air Temperature, Soil Moisture/Water Content , Soil Temperature, Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Land Use/Land Cover Classification
Explainable AIBased Study of the Interactions between Remote Sensing and Ground-Truth Climate Variables and Lake Chad's Level Fluctuations
2026
Djimadoumngar, Kim-Ndor
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
Exploring the Seven Climate Zones of China: How Soil Moisture and Vapor Pressure Deficit Influence Vegetation Productivity
2026
Zhou, Yan, Meng, Changqing, Li, Yue, Fang, Qingqing
Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), 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
Harmonizing terrestrial carbon cycle observations over CONUS NEON sites: Assessing the information contributions of multiple data constraints
2026
Zhang, Dongchen, Li, Qianyu, Helgeson, Alexis, Serbin, Shawn P., Dietze, Michael
Root Zone Soil Moisture, Surface Soil Moisture, Plant Phenology, Enhanced Vegetation Index (EVI)
Assessment of reanalysis soil temperature products over the pan-Arctic
2026
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)
Assessing Flash Drought Development and Propagation Across the Contiguous United States Using Remote Sensing
2026
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
Assimilation of solar-induced fluorescence satellite observations in the European Centre for Medium-Range Weather Forecasts integrated forecast system
2026
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
2026
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
Assessment and intercomparison of 23 global satellite and model-based soil moisture products using cosmic ray neutron sensing observations over Europe
2026
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
Assessment of snow water equivalent characteristics in time and space over the Mackenzie River basin
2026
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
Comparison of multiple satellite-derived products for assessing
2026
Song, Jiaxin, Zhou, Decheng, Hao, Lu, Xiao, Jingfeng, Li, Xing, Zhang, Liangxia, Sun, Ge
Terrain Elevation , RADAR IMAGERY, Topographical Relief Maps, Evapotranspiration , Photosynthesis, Primary Production, Latent Heat Flux, Vegetation Productivity, Surface Pressure, Heat Flux, Longwave Radiation, Shortwave Radiation, Surface Temperature , Humidity , Surface Winds , Rain, Precipitation Rate , Snow, Soil Moisture/Water Content , Soil Temperature, Land Surface Temperature , Snow Water Equivalent , Runoff
Comparing novel backward hydrological models for watershed-scale precipitation estimation: an evaluation of inverted PDM and Kirchner-hybrid structures
2026
Dastjerdi, Pouria Asgari, Nasseri, Mohsen
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
Land use change as a driver of hydrological ecosystem services in the
2026
Obateru, Rotimi Oluseyi
Runoff , Soil Texture
Investigating the contributions of herbaceous vegetation biomass to soil
2026
Jensen, Daniel, Solohin, Elena, Castaneda-Moya, Edward, Simard, Marc, Thompson, David R., Jones, Cathleen E., Christensen, Alexandra, Rovai, Andre, Fontenot, Andy, Twilley, Robert
REFLECTED INFRARED, Deltas, VISIBLE IMAGERY, Wetlands , Reflectance , Salinity , Water Depth, Water Depth, Inundation, Surface Water Processes/Measurements, Sedimentation , Erosion/Sedimentation , Accretion, Soil Bulk Density, Organic Matter, Soil Organic Carbon (SOC), Sedimentation , Infrared Radiance, Estuary, Sediments, VIEWING GEOMETRY, Vegetation Cover, Geolocation, Visible Radiance, Biomass, Forests, Wetlands , Soil Rooting Depth, Vegetation Fraction, Primary Production
Delta-X: AVIRIS-NG L2 Surface Reflectance, MRD Louisiana, 2021 Delta-X: Delft3D FM, Extended Domain Hydrodynamic Model Delta-X: AVIRIS-NG BRDF-Adjusted Surface Reflectance and Mosaics, MRD, LA, 2021, V3 Delta-X: Feldspar Sediment Accretion Measurements, MRD, LA, USA, 2019-2023, Version 4 Delta-X: AVIRIS-NG L1B Spectral Radiance Products, MRD, Louisiana, 2021 Delta-X AVIRIS-NG and UAVSAR L3 Derived Forest Aboveground Biomass, MRD, LA Delta-X: Belowground Biomass and Necromass across Wetlands, MRD, LA, USA, 2021, V2 Delta-X: Aboveground Biomass and Necromass across Wetlands, MRD, Louisiana, 2021, V2 Delta-X: AVIRIS-NG L2B Derived Fractional Cover, MRD, LA, USA, 2021 Delta-X: AVIRIS-NG L3 Derived Herbaceous Aboveground Biomass, MRD, Louisiana, USA, V3
Land use/Land cover control on groundwater recharge: A multi-method
2026
Lweendo, Muumbe K., Mapani, Benjamin, Banda, Kawawa, Adelabu, Samuel, Bassukas, Dimitrios, Kulls, Christoph
Runoff , Soil Texture
Modeling of rainfall-runoff and flooding using HEC-HMS model through GIS
2026
Hagras, Ali
Runoff , Soil Texture
The Effects of Planting Structure on Groundwater Depletion and
2026
Jia, Chengru, Sun, Shikun, Liang, Yongshan, Shen, Ruihua, Zhao, Jinfeng, Yin, Yali, Wang, Yubao, Zhao, Xining
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
Spatiotemporal dynamics and drivers of water and carbon use efficiency in the Yellow River basin with harmonized MODIS and GLASS data
2026
Zhou, Shilun, Lyu, Ruiting, Wang, Feiyang, Guan, Xiaodan, Nie, Ning
Photosynthesis, Primary Production, Vegetation Productivity, Aerosol Optical Depth/Thickness , 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)
MODIS/Terra Gross Primary Productivity Gap-Filled 8-Day L4 Global 500m SIN Grid V061 MODIS/Terra Gross Primary Productivity Gap-Filled 8-Day L4 Global 500m SIN Grid V006 MERRA-2 inst3_2d_gas_Nx: 2d,3-Hourly,Instantaneous,Single-Level,Assimilation,Aerosol Optical Depth Analysis 0.625 x 0.5 degree V5.12.4 (M2I3NXGAS) at GES DISC 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) at GES DISC