Do Deep-Learning Models Perform Better Than Process-Based Models? A Diagnostic Evaluation Using Synthetic Streamflow Simulation Under Various Sources of Uncertainties
2026
Kim, SeonHo, Hwang, Jeongwoo, Devineni, Naresh, Sankarasubramanian, A.
Maximum/Minimum Temperature, 24 Hour Precipitation Amount, Snow Water Equivalent , Vapor Pressure, Shortwave Radiation
Enhanced extremes without intensification of South America's water cycle from 1980 to 2010
2026
Zarei, Mohanna, Destouni, Georgia
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
Development and preliminary validation of an EnKF-like image
2026
Bai, Xuesong, Lin, Zhaohui, Qin, Zhengkun, Li, Juan
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
Differential Effects of Soil Moisture and Air Temperature on Vegetation
2026
Si, Yajun, Yu, Junpo, Li, Geng, Carrera, Jesus, Jin, Jiming, Bai, Haihua
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 , Plant Phenology, Enhanced Vegetation Index (EVI)
Inferential modeling of dry deposition across the Ammonia Monitoring
2026
Baublitz, Colleen B., Walker, John T., Wu, Zhiyong, Bash, Jesse O., Bell, Michael D., Pan, Da
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 , Land Use/Land Cover Classification , Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Leaf Area Index (LAI) , Photosynthetically Active Radiation
Cause-effect discovery in hydrometeorological systems: evaluation of causal discovery methods
2026
Yadav, Vivek Kumar, Peel, Murray C., Fowler, Keirnan, Ryu, Dongryeol, Vishwakarma, Bramha Dutt
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
Characterizing the role of climate and urbanization on multi-decade stream hydrology: implications for watershed management
2026
Ariano, Sarah S., Murfitt, Justin C.
Maximum/Minimum Temperature, 24 Hour Precipitation Amount, Snow Water Equivalent , Vapor Pressure, Shortwave Radiation
Climate-dominated, LUCC-enhanced waterecosystem responses in the humid temperate Tumen River basin
2026
Wang, Haiqing, Su, Mengqi, Qi, Peng, Li, Guangyin, Zou, Yuanchun
Land Surface Temperature , Emissivity, 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, Snow Water Equivalent , Runoff , Land Use/Land Cover Classification , Terrestrial Water Storage, Ground Water , Glacier Mass Balance/Ice Sheet Mass Balance
Comparative machine learning and deep learning approaches for
2026
Azizi, Mahan, Abbasi, Ali, Asli Charandabi, Mohammad Reza
Precipitation , Precipitation Amount, Precipitation Rate , Snow, Rain , Surface Pressure, Heat Flux, Longwave Radiation, Shortwave Radiation, Air Temperature, Specific Humidity, Evapotranspiration , Wind Speed , Soil Moisture/Water Content , Soil Temperature, Land Surface Temperature , Snow Cover , Snow Depth , Snow Water Equivalent , Runoff , Reflectance , Emissivity
Contrasting precipitation controls on autumn phenology across eastern
2026
Li, Xiaolu, Donnelly, Alison, Wang, Yetang
Maximum/Minimum Temperature, 24 Hour Precipitation Amount, Snow Water Equivalent , Vapor Pressure, Shortwave Radiation
Cover crop decomposition and nitrogen release over three years of precipitation variability in the Western Corn Belt
2026
Almeida, Tauana F., Canisares, Lucas, Pesini, Gustavo, Robinson, Emily, Poffenbarger, Hanna, Koehler-Cole, Katja, Basche, Andrea
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
Bumble bee species display contrasting phenological responses to climate variation
2026
Elshoff, Kyle C., Finn, Sylvana R., Treanore, Erin D., Richardson, Leif L., Crone, Elizabeth E.
Maximum/Minimum Temperature, 24 Hour Precipitation Amount, Snow Water Equivalent , Vapor Pressure, Shortwave Radiation
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
Climate warming reshapes vegetation responses in China from temperature to precipitation
2026
Wang, Meihong, Zhao, Hui, Wei, Da, Chen, Zhaojie, Zhang, Hongsheng, Jiang, Shizhong, Deng, Wei
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
Assessment of Snow Cover Fraction Parameterizations for High Resolution Snowpack Reanalyses
2026
Sourp, L., Pedinotti, V., AlonsoGonzalez, E., Jarlan, L., Gascoin, S.
Snow Water Equivalent
Daily stream water temperature modeling and forecasting for ungaged watersheds at the CONUS scale
2026
Philippus, Daniel, Corona, Claudia R., Hogue, Terri S.
Maximum/Minimum Temperature, 24 Hour Precipitation Amount, Snow Water Equivalent , Vapor Pressure, Shortwave Radiation
Deep LearningBased Streamflow Forecasting in a Snowmelt-Dominated Basin: A Regime-Aware Evaluation
2026
Vazirian, Roya
Maximum/Minimum Temperature, 24 Hour Precipitation Amount, Snow Water Equivalent , Vapor Pressure, Shortwave Radiation
Density dependence and habitat selection affect overwintering abundance of monarch butterflies at regional and site scales in California
2026
Ibsen, Peter C., Ancona, Zachary H., Pelton, Emma, Little, Stephanie, Diffendorfer, Jay E.
Maximum/Minimum Temperature, Precipitation Amount, Snow Water Equivalent , Vapor Pressure, Shortwave Radiation
Benchmarking soil health in glaciated soils under grain and oilseed production
2026
Bower, J.A., Liptzin, D., Carlow, R., Smith, P.G.R., Saurette, D.D., Munroe, J., van Eerd, L.L., Morgan, C.L.S.
Maximum/Minimum Temperature, Precipitation Amount, Snow Water Equivalent , Vapor Pressure, Shortwave Radiation
Linking hosts, landscapes, and climate to advance zoonotic arbovirus forecasting
2026
Akshay, V. A., Baecher, J. Alex, Burkett-Cadena, Nathan, Thorson, James T., Sanchez, Yesenia, Tavares, Yasmin, Bauer, Amely, Guralnick, Robert, Campbell, Lindsay
Maximum/Minimum Temperature, 24 Hour Precipitation Amount, Snow Water Equivalent , Vapor Pressure, Shortwave Radiation
LongTerm Discharge Records from United States and European Karst Springs: Data Limitations in Trend Analysis
2026
Toran, Laura, Baraza, Teresa, Call, Kubra Ozdemir, Finegan, Carly R., Hasenmueller, Elizabeth A., Nyquist, Jonathan, Sarker, Shishir K, Spellman, Patricia
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 , Natural Hazards , Infrastructure , Sustainability , Land Use/Land Cover
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
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
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
Surface energy partitioning biases in major reanalyses revealed by Soil Moisture drying dynamics
2026
He, Qing, Huang, Xin, Lu, Hui, Yang, Kun, Oki, Taikan
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 , Carbon , Cation Exchange Capacity, Organic Matter