Improving terrestrial carbon flux simulations with machine learning and global Earth observations
2026
Seiler, Christian
Emissivity, Land Surface Temperature
A Holistic Assessment of Climate Change, Land Use, and Water Governance Through Complex Water Systems
2026
Quaggio, Carolina Stager, Santarosa, Lucas Vituri, Moffatt, Philip, Sacchi, Marcelo Donadelli, Valdambrini, Bruno, Soares, Amanda Rodrigues, Boll, Jan, Gastmans, Didier
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 , Total Runoff
Development of Machine Learning Models for Prediction of PM 2.5 Concentration Based on MERRA 2 Reanalysis ...
2026
Kaur, Parminder, Pande, Chaitanya B., Pipal, Atar Singh
Air Temperature, Precipitation Rate , 24 Hour Maximum Temperature, 24 Hour Minimum Temperature, Atmospheric Ozone, Sea Level Pressure, Surface Pressure, Pressure Thickness, U/V Wind Components, U/V Wind Components, Potential Vorticity, Vertical Wind Velocity/Speed, Vertical Profiles, Upper Air Temperature, Relative Humidity, Specific Humidity, Atmospheric Water Vapor, Cloud Liquid Water/Ice, Cloud Fraction, Altitude, Geopotential Height, Ozone Profiles, Surface Temperature , Skin Temperature, Atmospheric Winds , Surface Winds , Atmospheric Pressure, Total Precipitable Water, Oxygen Compounds, Boundary Layer Winds
MERRA-2 statD_2d_slv_Nx: 2d,Daily,Aggregated Statistics,Single-Level,Assimilation,Single-Level Diagnostics 0.625 x 0.5 degree V5.12.4 (M2SDNXSLV) MERRA-2 inst3_3d_asm_Nv: 3d,3-Hourly,Instantaneous,Model-Level,Assimilation,Assimilated Meteorological Fields 0.625 x 0.5 degree V5.12.4 (M2I3NVASM) MERRA-2 inst1_2d_asm_Nx: 2d,1-Hourly,Instantaneous,Single-Level,Assimilation,Single-Level Diagnostics 0.625 x 0.5 degree V5.12.4 (M2I1NXASM)
Decadal precipitation variability and atmospheric brown cloud effects: a multi-platform assessment over the Indian subcontinent
2026
Jangid, Manish, Dass, Avinash
Total Surface Precipitation Rate, Aerosols , Aerosol Extinction, Aerosol Optical Depth/Thickness , Angstrom Exponent, Aerosol Particle Properties, Carbonaceous Aerosols, Dust/Ash/Smoke , Organic Particles, Sulfate Particles, Sulfur Oxides, Sulfur Compounds, Sulfate, Sulfur Dioxide , Sulfur Oxides, Particulate Matter, Dimethyl Sulfide, Black Carbon, Sea Salt, PARTICULATE MATTER (PM 2.5) , PARTICULATE MATTER (PM 1.0) , PARTICULATE MATTER (PM 10) , 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, Skin Temperature, Sea Surface Skin Temperature
TRMM (TMPA) Rainfall Estimate L3 3 hour 0.25 degree x 0.25 degree V7 (TRMM_3B42) MERRA-2 tavg1_2d_aer_Nx: 2d,1-Hourly,Time-averaged,Single-Level,Assimilation,Aerosol Diagnostics 0.625 x 0.5 degree V5.12.4 (M2T1NXAER) 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)
Deriving groundwater storage anomalies based on GRACE data and drought prediction using deep learning
2026
Tian, Yunna, Hao, LangLang, Zhang, Qi, Yuan, Hui, Zhu, YongHua
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
Applying an Interpretable Deep Learning Model to Identify Wildfire-Prone Areas in Southwest China
2026
Ma, Chenyu, Yang, Siquan, Cui, Jing, Li, Qiang, Yao, Qichao, Zhang, De, Guo, Jiachang, Wang, Xinqian, Qu, Chong
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
Assessing the relationship between atmospheric aerosols and maximum surface air temperature over the Indian region
2026
Sarin, T. S., Vinoj, V.
Aerosols , Aerosol Extinction, Aerosol Optical Depth/Thickness , Angstrom Exponent, Aerosol Particle Properties, Carbonaceous Aerosols, Dust/Ash/Smoke , Organic Particles, Sulfate Particles, Sulfur Oxides, Sulfur Compounds, Sulfate, Sulfur Dioxide , Sulfur Oxides, Particulate Matter, Dimethyl Sulfide, Black Carbon, Sea Salt, PARTICULATE MATTER (PM 2.5) , PARTICULATE MATTER (PM 1.0) , PARTICULATE MATTER (PM 10) , 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, Skin Temperature, Sea Surface Skin Temperature, Air Temperature, Precipitation Rate , 24 Hour Maximum Temperature, 24 Hour Minimum Temperature
MERRA-2 tavg1_2d_aer_Nx: 2d,1-Hourly,Time-averaged,Single-Level,Assimilation,Aerosol Diagnostics 0.625 x 0.5 degree V5.12.4 (M2T1NXAER) 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) MERRA-2 statD_2d_slv_Nx: 2d,Daily,Aggregated Statistics,Single-Level,Assimilation,Single-Level Diagnostics 0.625 x 0.5 degree V5.12.4 (M2SDNXSLV)
Analysis of the impact of hydroclimatic change on baseflow across dry and wet seasons in an inland river basin of northwest China
2026
Song, Mengwei, Liu, Hailong, Wu, Quanlong, Sun, Chang, Shaimuradov, Firdavs, Gulakhmadov, Aminjon
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
From grid to ground: how well do gridded products represent soil moisture dynamics in natural ecosystems during precipitation events?
2026
Nunez-Ibarra, Daniel A., Zambrano-Bigiarini, Mauricio, Galleguillos, Mauricio
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
Fusing ERA5-Land and SMAP L4 for an improved global soil moisture product (19502025)
2026
Wang, Wenhong, Feng, Shiao, Zhang, Yonggen, Wei, Zhongwang, Dong, Jianzhi, Weihermuller, Lutz, Liu, Cong-Qiang, Vereecken, Harry
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
Ocean Mesoscale Processes Heat Atmosphere Over the Western Boundary
2026
Wang, Zhiqiao, Jing, Zhao, Wu, Lixin
Heat Flux, Heat Flux, Heat Flux, Heat Flux, Longwave Radiation, Longwave Radiation, Shortwave Radiation, Shortwave Radiation, Water Vapor Tendency, Water Vapor Flux, Cloud Dynamics, Cloud Microphysics, Snow/Ice , Precipitation , Specific Humidity, Ice Fraction, Skin Temperature, Sea Surface Skin Temperature, Skin Temperature
The day-night asymmetric and nonlinear impacts of human activity and 3D
2026
Wang, Shiliang, Wang, Miao, Wang, Chenglin, Liu, Xiang, Yu, Juan, Li, Yanwei, Liu, Qiang
Land Surface Temperature , Emissivity
Regional Differences in the Direct and Indirect Impacts of China's
2026
Shao, Haoyun, Qu, Mengxi, Zhang, Yining, Zhang, Wenjie
Land Surface Temperature , Emissivity
Remote Sensing-Based Assessment of Evapotranspiration and Crop Water Stress in the Volta Basin, 20002023
2026
Olawoyin, Rachel, Amoah, George Owusu, Danquah, Jones Abrefa
Land Use/Land Cover Classification , Land Surface Temperature , Emissivity
Representation of Stratocumulus and Shallow Cumulus Cloud Fraction Near
2026
Fahrin, Fouzia, Gonzalez, Alex O., Cesana, Gregory V., DeMott, Charlotte A., Neale, Richard B.
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, Skin Temperature, Sea Surface Skin Temperature, Relative Humidity, Cloud Liquid Water/Ice, Cloud Mass Flux
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) MERRA-2 tavgU_3d_cld_Np: 3d,diurnal,Time-Averaged,Pressure-Level,Assimilation,Cloud Diagnostics 0.625 x 0.5 degree V5.12.4 (M2TUNPCLD)
Physically interpretable AlphaEarth foundation model embeddings enable LLM-based land surface intelligence
2026
Rahman, Mashrekur
Leaf Area Index (LAI) , Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Land Surface Temperature , Emissivity, Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Population Density
Pre-Fire Fuel Conditions Are Dominant Drivers of Burn Severity in the
2026
WardBaranyay, M., Lee, C., PascoliniCampbell, M., Sousa, D., Kinoshita, A. M.
Land Surface Temperature , Evapotranspiration , Viewing Geometry, Geolocation, Infrared Radiance, Visible Radiance, Canopy Characteristics
Quantifying the uncertainty influence of meteorological forcing and land
2026
Long, Yinping, Tan, Xiwen, Song, Minhong, Wu, Xuejiao, Ma, Qimin
Leaf Area Index (LAI) , Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Land Surface Temperature , Emissivity, Leaf Characteristics, Photosynthetically Active Radiation
Reconstructing reservoir water levels using basin-scale GRACE TWS and
2026
Besnier, Jessica, Getirana, Augusto, Biswas, Nishan Kumar, Lakshmi, Venkataraman
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 , Terrestrial Water Storage
Nonlinear drivers of canopy and surface urban heat islands across China's climate zones: marginal and interaction effects from explainable machine learning
2026
Wen, Cong, Mamtimin, Ali, Wang, Haitao, Wang, Yu, Liu, Haotong, Sayit, Hajigul, Song, Meiqi, Gao, Jiacheng, Aihaiti, Ailiyaer, Wulayin, Yisilamu, Yang, Fan, Zhou, Chenglong, Huo, Wen
Land Use/Land Cover Classification , Land Surface Temperature , Emissivity
The mental health toll of heat stress in India
2026
Fritz, Manuela
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 , Aerosols , Aerosol Extinction, Aerosol Optical Depth/Thickness , Angstrom Exponent, Aerosol Particle Properties, Carbonaceous Aerosols, Dust/Ash/Smoke , Organic Particles, Sulfate Particles, Sulfur Oxides, Sulfur Compounds, Sulfate, Sulfur Dioxide , Sulfur Oxides, Particulate Matter, Dimethyl Sulfide, Black Carbon, Sea Salt, PARTICULATE MATTER (PM 2.5) , PARTICULATE MATTER (PM 1.0) , PARTICULATE MATTER (PM 10)
A framework for effective long-term conservation in a changing climate
2026
Tang, Ying, Winkler, Julie A., Vina, Andres, Wang, Fang, Frans, Veronica F., Zhang, Jindong, Zhao, Zhiqiang, Connor, Thomas, Yang, Hongbo, Zhang, Yuanbin, Zhang, Xiaofeng, Li, Xiaohong, Xu, Weihua, Ouyang, Zhiyun, Liu, Jianguo
Reflectance , Emissivity, Land Surface Temperature
A GIS-based land evaluation for the greenbelt planning to manage the settlement sprawl and wildfire effects
2026
Madanian, Sharareh
Land Surface Temperature , Natural Hazards , Infrastructure , Sustainability , Land Use/Land Cover
A novel classifier-guided ensemble framework for global terrestrial evapotranspiration estimates
2026
Ni, Le, Wang, Weiguang, Fu, Jianyu, Cao, Mingzhu
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
From Remote Sensing to Multiple Time-Horizons Forecasts: Transformers
2026
Adil, Muhammad, Clemins, Patrick J., Schroth, Andrew W., Oikonomou, Panagiotis D., Rizzo, Donna M., Isles, Peter D. F., Zhang, Xiaohan, Hannoun, Kareem I., Turnbull, Scott, Beckage, Noah B., Zia, Asim, Wshah, Safwan
Reflectance , Land Surface Temperature , Emissivity