Deep learning of flood forecasting by considering interpretability and physical constraints
2025
Zhang, Ting, Zhang, Ran, Li, Jianzhu, Feng, Ping
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
DeepBase: A Deep Learning-based Daily Baseflow Dataset across the United States
2025
Ghaneei, Parnian, Moradkhani, Hamid
Land Surface/Agriculture Indicators, Drought Indices, Satellite Soil Moisture Index, Maximum/Minimum Temperature, 24 Hour Precipitation Amount, Snow Water Equivalent , Shortwave Radiation, Vapor Pressure, Heat Flux, Longwave 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
Estimating water storage change from GRACE satellite data over the Breede Water Management Area, Western Cape, South Africa
2025
Adam, Maal A., Scheiber-Enslin, Stephanie E., Ali, K. A.
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
Evaluating climate shifts and drought regions in the central Indian river basins
2025
Singh, Shekhar, Jain, Vijay, Goyal, Manish Kumar
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)
Estimation of antecedent moisture conditions using satellite remote sensing data and in-situ ground measurements in rainfall-runoff modelling
2025
Ayvaz, Hansa, Gilewski, Pawe, Loga, Magorzata
Runoff , Soil Texture
Estimation of seasonal methane fluxes over a Mediterranean rice paddy area using the Radon Tracer Method (RTM)
2025
Curcoll, Roger, Agueda, Alba, Morgui, Josep-Anton, Canas, Lidia, Borras, Silvia, Vargas, Arturo, Grossi, Claudia
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
Evaluating the performance of ANN and ANFIS models for spatial
2025
Husrevoglu, Mustafa, Gundogdu, Ismail Bulent
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 , Precipitation , Precipitation Amount, Precipitation Rate
Evaluating the performance of five global gridded potential
2025
Li, Minxin, Zou, Lei, Xia, Jun, Cao, Hui, Zhang, Hairong, Jia, Benjun, Yu, Jiarui
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 , Photosynthesis, Primary Production, Latent Heat Flux
Evaluating urban ecosystem services and resilience using remote sensing and InVEST model: A case study of flood risk control and urban cooling in Tabriz
2025
Veisi Nabikandi, Bahman, Hami, Ahmad, Valizadeh Kamran, Khalil, Russo, Alessio
Runoff , Soil Texture
Evaluating the affecting factors of glacier mass balance in Tanggula Mountains using explainable machine learning and the open global glacier model
2025
Xu, Qiangqiang, Kang, Shichang, He, Xiaobo, Xu, Min
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) , Ice Velocity
Disentangling Ecological Restoration's Impact on Terrestrial Water Storage
2025
Shen, Xiaofan, Niu, Liantao, Jia, Xiaoxu, Yang, Ting, Hu, Wei, Wu, Chaoyang, Chu, Jiangdong, Biswas, Asim, Shao, Ming'an
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 , Leaf Characteristics, Photosynthetically Active Radiation , Leaf Area Index (LAI) , Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI)
Downscaling and Gap-Filling GRACE-Based Terrestrial Water Storage Anomalies in the QinghaiTibet Plateau Using Deep Learning and Multi-Source Data
2025
Chen, Jun, Wang, Linsong, Chen, Chao, Peng, Zhenran
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 , Emissivity, Glacier Mass Balance/Ice Sheet Mass Balance , Glacier Runoff , Gravity, Terrestrial Water Storage, Ground Water
Downscaling GRACE-scale groundwater storage variations to aquifer scales: A linear regression approach based on the water balance concept
2025
Fakourian, Mohammad Hossein, Naderi, Mostafa, Joodaki, Gholamreza
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 , Terrestrial Water Storage
Correlation between mechanical properties and scratch behaviors of polylactic acid during soil degradation
2025
Li, Yuanxin, Xiao, Yuchen, Sun, Yigang, Wang, Bingbing, Zhang, Jianwei
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
Daily Regional Gravity Field Estimation Using GRACE Follow-On
2025
Li, Haosi, Yi, Shuang, Han, ShinChan, Tang, He
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 , Gravity
Contrasting rhizosphere nitrogen dynamics in Andropogoneae grasses
2025
Hsu, ShengKai, Emmett, Bryan D, Haafke, Alexandria, CostaNeto, Germano, Schulz, Aimee J, Lepak, Nicholas, La, Thuy, AuBuchonElder, Taylor M, Hale, Charles O, Raglin, Sierra S, OjedaRivera, Jonathan O, Kent, Angela D, Kellogg, Elizabeth A, Romay, M. Cinta, Buckler, Edward S
Runoff , Soil Texture
Contribution of Moisture Recycling to Water Availability in China
2025
An, Qiang, Liu, Liu, Wang, Lixin, Yang, Kun, Cheng, Yongming, Liu, Jing, Huang, Guanhua
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)
Controls on runoff efficiency and its spatiotemporal variability in
2025
Sidhan, V.V., Saharia, Manabendra
Runoff , Soil Texture
Physiology dominates over phenology in influencing variation and trends of forest transpiration
2025
Cui, Zilong, Zhang, Yuan, Wang, Anzhi, Fei, Wenli, Shen, Lidu, Wu, Jiabing
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 , Land Use/Land Cover Classification , Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI)
Performance Evaluation and Spatiotemporal Dynamics of Nine Reanalysis
2025
Liu, Yujie, Wang, Wen, Zhao, Tianqing, Huo, Zhiyuan
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 , Soil Heat Budget, Soil Heat Budget, Soil Temperature, Soil Infiltration, Soil Infiltration, Surface Soil Moisture, Root Zone Soil Moisture, Soil Moisture/Water Content , Evaporation, Surface Water, Total Runoff, Average Flow, Average Flow, Precipitation , Snow/Ice , Snow Depth , Snow Melt , Snow/Ice Temperature, Leaf Area Index (LAI), Leaf Area Index (LAI)
Plausibility Criteria for GRACE-Derived Groundwater Storage Changes From
2025
Arifin, A., Shamsudduha, M., Ramdhan, A. M., Rateb, A., Scanlon, B. R., Setiawan, T., Iman, M. I., Husna, A., Taylor, R. G.
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 , Terrestrial Water Storage, Ground Water , Glacier Mass Balance/Ice Sheet Mass Balance
National soil hydrologic groups map for environmental applications using
2025
Szabo, Brigitta, Kolcsar, Ronald Andras, Meszaros, Janos, Laborczi, Annamaria, Takacs, Katalin, Szatmari, Gabor, Mako, Andras, Rajkai, Kalman, Benyhe, Balazs, Barta, Karoly, Pasztor, Laszlo, Bakacsi, Zsofia
Runoff , Soil Texture
Potential of long-term satellite observations and reanalysis products for characterising soil drying: trends and drought events
2025
Hirschi, Martin, Stradiotti, Pietro, Crezee, Bas, Dorigo, Wouter, Seneviratne, Sonia I.
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)
Predicting Freeze-Thaw States in Alaska Permafrost Landscapes using
2025
Ahajjam, A., Soaper, M., Chance, R., Chandler, J., Pasch, T.
Heat Flux, Air Temperature, Skin Temperature, Specific Humidity, Water Vapor, Precipitation Rate , Snow/Ice , Evaporation, Latent Heat Flux, Latent Heat Flux, Sensible Heat Flux, Diffusion, Surface Winds , Wind Speed , U/V Wind Components, Wind Stress, Wind Stress, Surface Roughness, Planetary Boundary Layer Height, Ice Fraction, Atmospheric Radiation, Longwave Radiation, Shortwave Radiation, Radiative Flux, Radiative Forcing, Surface Radiative Properties , Albedo , Emissivity, Cloud Properties, Cloud Fraction, Cloud Optical Depth/Thickness, Skin Temperature, Sea Surface Skin Temperature, Geopotential Height, Altitude, Surface Temperature , Upper Air Temperature, Dew Point Temperature, Cloud Top Temperature, Atmospheric Winds , Surface Winds , Upper Level Winds, U/V Wind Components, Vertical Wind Velocity/Speed, Atmospheric Pressure, Sea Level Pressure, Cloud Top Pressure, Sea Level Pressure, Surface Pressure, Total Precipitable Water, Cloud Liquid Water/Ice, Atmospheric Water Vapor, Atmospheric Ozone, Oxygen Compounds, Boundary Layer Winds, Total Ozone, 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 , Surface Water, Runoff Rate, Average Flow, Average Flow, Precipitation , Snow Depth , Snow Melt , Snow/Ice Temperature, Leaf Area Index (LAI), Leaf Area Index (LAI) , Brightness Temperature, Transition Direction
MERRA-2 tavg1_2d_flx_Nx: 2d,1-Hourly,Time-Averaged,Single-Level,Assimilation,Surface Flux Diagnostics 0.625 x 0.5 degree V5.12.4 (M2T1NXFLX) at GES DISC MERRA-2 tavg1_2d_rad_Nx: 2d,1-Hourly,Time-Averaged,Single-Level,Assimilation,Radiation Diagnostics 0.625 x 0.5 degree V5.12.4 (M2T1NXRAD) at GES DISC MERRA-2 tavg1_2d_slv_Nx: 2d,1-Hourly,Time-Averaged,Single-Level,Assimilation,Single-Level Diagnostics 0.625 x 0.5 degree V5.12.4 (M2T1NXSLV) at GES DISC MERRA-2 tavg1_2d_lnd_Nx: 2d,1-Hourly,Time-Averaged,Single-Level,Assimilation,Land Surface Diagnostics 0.625 x 0.5 degree V5.12.4 (M2T1NXLND) at GES DISC SMAP L1C Radiometer Half-Orbit 36 km EASE-Grid Brightness Temperatures V006 SMAP L3 Radiometer Global and Northern Hemisphere Daily 36 km EASE-Grid Freeze/Thaw State V004
Mapping Global Soil Moisture and Evapotranspiration Coupling Strength
2025
Zhou, Jianhong, Yang, Kun, Dong, Jianzhi, Crow, Wade T., Lu, Hui, Zhao, Long, Feng, Huihui, Tian, Jiaxin, Ma, Xiaogang, Tian, Xin, Jiang, Yaozhi
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