A hybrid machine learning model for flood prediction with recursive feature elimination informed by training performance
2026
Gong, Liying, Woo, Wai Lok, Wu, Yue Ivan, Zheng, Xiujuan
RADAR IMAGERY, Terrain Elevation , Topographical Relief Maps, Digital Elevation/Terrain Model (DEM) , Land Use/Land Cover Classification , Precipitation , Precipitation Amount, Precipitation Rate , Snow, Rain , Total Surface Precipitation Rate
A localized plant species-specific BVOC emission rate library of China established using a developed statistical approach based on field measurements
2026
Han, Huijuan, Jia, Yanqi, Shi, Rende, Nie, Changliang, Kajii, Yoshizumi, Wu, Yan, Li, Lingyu
Land Use/Land Cover Classification
A machine learning-based wildfire susceptibility mapping framework for
2026
Yan, Kaida, Zhao, Fengjun, Shu, Lifu, Liu, Yongqiang, Wang, Mingyu, Si, Liqing, Li, Weike, Li, Xiaoxiao, Zhang, Shiyuan, Li, Siwei, Wang, Jinglu
Photosynthesis, Primary Production, Vegetation Productivity, Leaf Characteristics, Photosynthetically Active Radiation , Leaf Area Index (LAI) , Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Terrain Elevation , RADAR IMAGERY, Topographical Relief Maps
A novel active-microwave method to estimate 1 km vegetation optical depth over the Heihe River Basin
2026
Lu, Zhixuan, Fan, Lei, De Lannoy, Gabrielle, Bai, Xiaojing, Liu, Xiangzhuo, Xing, Zanpin, Zhou, Zhilan, Zeng, Jiangyuan, Frappart, Frederic, Peng, Jian, Che, Tao, Geng, Liying, Li, Xiaojun, Li, Xin, Baghdadi, Nicolas, Wigneron, Jean-Pierre
Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Leaf Characteristics, Photosynthetically Active Radiation , Leaf Area Index (LAI) , Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Surface Soil Moisture
A spatialtemporal seamless reconstruction method for high-resolution 16 m daily land surface albedo products
2026
Guo, Zhaotong, Wen, Jianguang, You, Dongqin, Tang, Yong, Piao, Sen, Liu, Qinhuo, Xiao, Qing
Albedo , Anisotropy
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)
2025 California Wildfire Observations Using Single FieldofView Sounder Atmospheric Products (SiFSAP)
2026
Lei, Liqiao, Liu, Xu, Wu, Wan, Xiong, Xiaozhen, Yang, Qiguang, Larar, Allen M.
Carbon Monoxide , Tropospheric Ozone, Geopotential Height, Tropopause, Atmospheric Ozone, Surface Pressure, Outgoing Longwave Radiation, Surface Temperature , Air Temperature, Upper Air Temperature, Total Precipitable Water, Water Vapor Profiles, Cloud Droplet Concentration/Size, Cloud Liquid Water/Ice, Cloud Optical Depth/Thickness, Cloud Fraction, Cloud Height, Cloud Top Pressure, Cloud Top Temperature, Cloud Vertical Distribution, Cloud Types, Precipitation Rate , Emissivity, Skin Temperature, Sea Surface Temperature , Brightness Temperature, Infrared Radiance, Clouds , Cloud Frequency, REFLECTED INFRARED, Visible Radiance, Cloud Properties, Cloud Top Height, Cloud Emissivity, Aerosol Optical Depth/Thickness , Angstrom Exponent, Methane, Sulfur Dioxide
A 500-m Agricultural Drought Impact Dataset in China's Main Grain Region: Toward Impact-Based Drought Monitoring
2026
Shi, Jiali, Sang, Yan-Fang, AghaKouchak, Amir, Dash, Sonam Sandeep, Chan, Faith Ka Shun
Leaf Characteristics, Photosynthetically Active Radiation , Leaf Area Index (LAI) , Fraction Of Absorbed Photosynthetically Active Radiation (fapar)
A Bayesian Multisource Fusion Model for Spatiotemporal PM2.5
2026
Riley, Abi I., Blangiardo, Marta, Piel, Frederic B., Beddows, Andrew, Beevers, Sean, Fuller, Gary W., Agnew, Paul, Pirani, Monica
Aerosol Optical Depth/Thickness
A comparative study of low-level jets in different climate regions in China using multi-site Doppler wind lidar observations
2026
Wang, Mengya, Wei, Tianwen, Lolli, Simone, Rocadenbosch, Francesc, Salcedo-Bosch, Andreu, Du, Yu, Wang, Yuan, Wang, Chenggang, Zong, Lian, Gu, Yefu, Wan, Bingcheng, Su, Lian, Wei, Fangzhi, Xia, Haiyun
Plant Phenology, Enhanced Vegetation Index (EVI)
Active Fire Dynamics in Venezuela
2026
Correia Filho, Washington Luiz Felix, Freire, Felipe Machado, de Oliveira-Junior, Jose Francisco, Santiago, Dimas de Barros, Paredes-Trejo, Franklin, Pereira, Carlos Rodrigues, Abdo, Hazem Ghassan
Land Use/Land Cover Classification , Land Surface Temperature , Emissivity, Evapotranspiration , Latent Heat Flux, Photosynthesis, Primary Production
Advancing point-to-grid scale ET mapping: comparative assessment of ECOSTRESS and MODIS LST and ET across heterogeneous landscapes
2026
Park, Kijin, Baik, Jongjin, Kim, Kiyoung, Park, Jongmin
Evapotranspiration , Latent Heat Flux, Geolocation, Land Use/Land Cover Classification , Land Surface Temperature , Emissivity, Clouds , Total Surface Precipitation Rate
A super-resolution framework for downscaling machine learning weather prediction toward 1-km air temperature
2026
Park, Hyebin, Park, Seonyoung, Kang, Daehyun, Kim, Jeong-Hwan
Land Use/Land Cover Classification , Land Surface Temperature , Emissivity
Advancing ecohydrological modelling: coupling LPJ-GUESS with ParFlow for integrated vegetation and surface-subsurface hydrology simulations
2026
Jia, Zitong, Chen, Shouzhi, Fu, Yongshuo H., Martin Belda, David, Warlind, David, Olin, Stefan, Xu, Chongyu, Tang, Jing
Plant Phenology, Enhanced Vegetation Index (EVI), Land Use/Land Cover Classification
Burned area trends and fire susceptibility in protected areas of Kenya: the potential rolesof human activities and climate
2026
Muthiuru, Amos Chege, Millington, James D. A., Chan, Kristofer, Tebbs, Emma J.
Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Emissivity, Land Surface Temperature
Big data fusion-driven geospatial knowledge graph construction method for sustainable smart cities
2026
Duan, Yuxi, Liang, Maohan, Li, Yan, Gao, Ruobin, Chen, Jin, Chen, Zhong Shuo, Wang, Hua
Albedo , Anisotropy
Millennial-scale fire and climate dynamics in the world's largest
2026
Whitney, Bronwen S., Neves, Danilo M., Loughlin, Nicholas J.D., D'Apolito, Carlos, Coblinski Tavares, Carla, Hocking, Emma P., Mayle, Francis E., Power, Mitchell J., Silva, Aguinaldo, Assine, Mario L.
Fire Ecology, Biomass Burning, Wildfires , Fire Occurrence, Burned Area
Monitoring Changes in Landsat Thermal Features in Urban and Non-Urban
2026
Shi, Hua, Barber, Christopher P., Sayler, Kristi L., Smith, Kelcy, Hussain, Reza
Land Use/Land Cover Classification , Land Surface Temperature , Emissivity, Crop/Plant Yields, Land Use Classes, Landscape Patterns, Surface Radiative Properties
Model sensitivity across scales: a case study of simulating an offshore low-level jet
2026
Hawbecker, Patrick, Lassman, William, Juliano, Timothy W., Kosovic, Branko, Haupt, Sue Ellen
Sea Surface Temperature , Geopotential Height, Altitude, Surface Temperature , Skin 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, Total Ozone, Sea Surface Topography , Vertical Profiles, Ozone Profiles, Sea Surface Temperature , Sea Surface Temperature , Sea Surface Temperature , Sea Surface Temperature , 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) , Heat Flux, Heat Flux, Heat Flux, Heat Flux, Longwave Radiation, Shortwave Radiation, Water Vapor Tendency, Water Vapor Flux, Cloud Dynamics, Cloud Microphysics, Ice Fraction, Sea Surface Skin Temperature, Skin Temperature
GHRSST Level 4 OSPO Global Foundation Sea Surface Temperature Analysis (GDS version 2) 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) MERRA-2 const_2d_asm_Nx: 2d, constants 0.625 x 0.5 degree V5.12.4 (M2C0NXASM) MERRA-2 inst6_3d_ana_Np: 3d,6-Hourly,Instantaneous,Pressure-Level,Analysis,Analyzed Meteorological Fields 0.625 x 0.5 degree V5.12.4 (M2I6NPANA) GHRSST Level 4 MUR Global Foundation Sea Surface Temperature Analysis (v4.1) GHRSST NOAA/STAR GOES-16 ABI L3C America Region SST v2.70 dataset in GDS2 GHRSST Level 4 K10_SST Global 10 km Analyzed Sea Surface Temperature from Naval Oceanographic Office (NAVO) in GDS2.0 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) MERRA-2 inst6_3d_ana_Nv: 3d,6-Hourly,Instantaneous,Model-Level,Analysis,Analyzed Meteorological Fields 0.625 x 0.5 degree V5.12.4 (M2I6NVANA) MERRA-2 tavg1_2d_ocn_Nx: 2d,1-Hourly,Time-Averaged,Single-Level,Assimilation,Ocean Surface Diagnostics 0.625 x 0.5 degree V5.12.4 (M2T1NXOCN) GHRSST Level 4 CMC0.1deg Global Foundation Sea Surface Temperature Analysis (GDS version 2)
Prediction to Prevention: Comparative Machine Learning Models for Early Intervention of Dactyloctenium radulans in Australia
2026
Asaduzzaman, Md, Mandal, Mohammad Shamim Hasan, Koetz, Eric, Rahman, Azizur, Masum, Sheikh Muhammad
Land Use/Land Cover Classification
Geological regulation of nitrous oxide emission risks in rivers globally
2026
Qi, Hongkai, Liu, Yi, Wang, Haoran, Pang, Yu, Li, Junyu, Ma, Xiao, Wu, Longjun, He, Ding, Gan, Jianping
Land Use/Land Cover Classification
Geospatially-Aware Multi-Modal Fusion for Satellite Image Manipulation Detection
2026
Chapman, Matthew W, Tewkesbury, Andrew, Boyd, Doreen S, Obara, Boguslaw, Bhowmik, Deepayan
Land Use/Land Cover Classification
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)
Heat requirement, not warming, governs the urbanrural disparity in spring phenology advancement
2026
He, Can, Wang, Xiaoyue, Penuelas, Josep, Zhang, Xuezhen, Wu, Chaoyang
Plant Phenology, Enhanced Vegetation Index (EVI), Land Use/Land Cover Classification , Reflectance , Albedo , Anisotropy, Shortwave Radiation
Impact of flash droughts on cereal crops under Mediterranean conditions
2026
Benito-Verdugo, Pilar, Gonzalez-Zamora, Angel, Martinez-Fernandez, Jose
Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Photosynthesis, Primary Production, Vegetation Productivity