A Deep Learning Approach for High-Resolution Canopy Height Mapping in
2025
Chamberlin, Andrew J., Liu, Zac Yung-Chun, Cross, Christopher G. L., Pourtois, Julie, Siregar, Iskandar Zulkarnaen, Nurrochmat, Dodik Ridho, Setiawan, Yudi, Webb, Kinari, Hopkins, Skylar R., Sokolow, Susanne H., De Leo, Giulio A.
Biomass, Land Use/Land Cover , Degradation, Land Use/Land Cover Classification , Deforestation, Canopy Characteristics, Carbon , Digital Elevation/Terrain Model (DEM) , Lidar
A deep learning method for generating gap-free FAPAR time series from
2025
Zhang, Guodong, Yin, Gaofei, Zhao, Wei, Wang, Meilian, Verger, Aleixandre
Land Use/Land Cover Classification
A coupled machine-learning and sensitivity analysis framework to link
2025
Hosseinipoor, Mahdi, Danesh-Yazdi, Mohammad
Land Use/Land Cover Classification , Evapotranspiration , Photosynthesis, Primary Production, Latent Heat Flux, Aerosol Optical Depth/Thickness
A global near real-time dataset of Microwave Integrated Drought Index from the Fengyun-3 satellites
2025
Zhang, Anzhi, Gao, Hao, Xu, Ronghan, Li, Xiaoqing, Zhao, Huichen, Jia, Gensuo
Precipitation , Rain , Precipitation Amount, Precipitation Rate , Snow, Vegetation Water Content, Soil Moisture/Water Content , Skin Temperature, Land Use/Land Cover Classification
A Global Regionalisation of Tree Functional Capacity
2025
Jimenez, Yohana G., Paz, Andrea, BialicMurphy, Lalasia, Crowther, Thomas, Maynard, Daniel S.
Land Use/Land Cover Classification
A global urban tree leaf area index dataset for urban climate modeling
2025
Dong, Wenzong, Yuan, Hua, Lin, Wanyi, Liu, Zhuo, Xiang, Jiayi, Wei, Zhongwang, Li, Lu, Li, Qingliang, Dai, Yongjiu
Land Use/Land Cover Classification , Leaf Characteristics, Photosynthetically Active Radiation , Leaf Area Index (LAI) , Fraction Of Absorbed Photosynthetically Active Radiation (fapar)
A Framework for Assessing the Habitat Correlates of Spatially Explicit Population Trends
2025
Stillman, Andrew N., Davis, Courtney L., Dunham, Kylee D., RuizGutierrez, Viviana, Rodewald, Amanda D., Johnston, Alison, Auer, Tom, StrimasMackey, Matt, Ligocki, Shawn, Fink, Daniel
Land Use/Land Cover Classification
A high resolution, gridded product for vapor pressure deficit using Daymet
2025
Corak, Nicholas K., Thornton, Peter E., Lowman, Lauren E. L.
Land Use/Land Cover Classification , Maximum/Minimum Temperature, 24 Hour Precipitation Amount, Snow Water Equivalent , Vapor Pressure, Shortwave Radiation, Surface Pressure, Longwave Radiation, Surface Temperature , Evaporation, Humidity , Convection, Surface Winds , Rain , Land Surface Temperature , Plant Phenology, Enhanced Vegetation Index (EVI)
A General Model for the Seasonal to Decadal Dynamics of Leaf Area
2025
Zhou, Boya, Cai, Wenjia, Zhu, Ziqi, Wang, Han, Harrison, Sandy P., Prentice, I. Colin
Land Use/Land Cover Classification , Canopy Characteristics, Evergreen Vegetation, Crown, Deciduous Vegetation, Leaf Characteristics, Vegetation Cover
A Generalized Spatiotemporally Weighted Boosted Regression to Predict
2025
Wu, Ritu, Hong, Zhimin, Du, Wala, Shan, Yu, Ying, Hong, Wu, Rihan, Gantumur, Byambakhuu
Land Use/Land Cover Classification , Fire Ecology, Biomass Burning, Wildfires , Fire Occurrence, Burned Area
A global daily seamless 9 km vegetation optical depth (VOD) product from 2010 to 2021
2025
Hu, Die, Wang, Yuan, Jing, Han, Yue, Linwei, Zhang, Qiang, Fan, Lei, Yuan, Qiangqiang, Shen, Huanfeng, Zhang, Liangpei
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), Land Use/Land Cover Classification
A global dataset of remote sensing-based soil critical point and permanent wilting point
2025
Xu, Yawei, He, Qing, Lu, Hui, Yang, Kun, Entekhabi, Dara, Short Gianotti, Daniel J.
Precipitation , Precipitation Amount, Precipitation Rate , Snow, Rain , Land Use/Land Cover Classification , Plant Phenology, Enhanced Vegetation Index (EVI), Brightness Temperature, Soil Moisture/Water Content
A global dataset of terrestrial biological nitrogen fixation
2025
Reis Ely, Carla R., Perakis, Steven S., Cleveland, Cory C., Menge, Duncan N. L., Reed, Sasha C., Batterman, Sarah A., Crews, Timothy E., Dynarski, Katherine A., Gei, Maga, Gundale, Michael J., Jovan, Sarah E., Kou-Giesbrecht, Sian, Peoples, Mark B., Rodriguez-Caballero, Emilio, Salmon, Verity G., Soper, Fiona M., Staccone, Anika P., Taylor, Benton N., Weber, Bettina, Wurzburger, Nina
Land Use/Land Cover Classification
A global land-use data cube 19922020 based on the Human Appropriation of Net Primary Production
2025
Matej, Sarah, Weidinger, Florian, Kaufmann, Lisa, Roux, Nicolas, Gingrich, Simone, Haberl, Helmut, Krausmann, Fridolin, Erb, Karl-Heinz
Land Use/Land Cover Classification
A global long-term daily multilayer soil moisture dataset derived from machine learning
2025
Wei, Zeyang, Wei, Lifei, Wang, Ting, Lu, Qikai, Tian, Shuang, Zhang, Fei, Zhong, Yanfei
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
A long-term reconstruction of a global photosynthesis proxy over 19822023
2025
Fang, Jianing, Lian, Xu, Ryu, Youngryel, Jeong, Sungchan, Jiang, Chongya, Gentine, Pierre
Reflectance , Brightness Temperature, REFLECTED INFRARED, Atmospheric Carbon Dioxide, Solar Induced Fluorescence, Albedo , Anisotropy, Land Use/Land Cover Classification
Detection of fast-changing intra-seasonal vegetation dynamics of drylands using solar-induced chlorophyll fluorescence (SIF)
2025
Wen, Jiaming, Tagliabue, Giulia, Rossini, Micol, Fava, Francesco Pietro, Panigada, Cinzia, Merbold, Lutz, Leitner, Sonja, Sun, Ying
Longwave Radiation, Shortwave Radiation, Heat Flux, Liquid Precipitation, Snow/Ice , 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, Reflectance , Anisotropy, Land Use/Land Cover Classification , Solar Induced Fluorescence, Chlorophyll , Primary Production, Leaf Characteristics, Potential Vorticity, Vertical Profiles, Relative Humidity, Ozone Profiles
MERRA-2 tavg1_2d_lfo_Nx: 2d,1-Hourly,Time-Averaged,Single-Level,Assimilation,Land Surface Forcings 0.625 x 0.5 degree V5.12.4 (M2T1NXLFO) 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) MODIS/Terra+Aqua BRDF/Albedo Nadir BRDF-Adjusted Ref Daily L3 Global - 500m V006 MODIS/Terra+Aqua BRDF/Albedo Nadir BRDF-Adjusted Ref Daily L3 Global - 500m V061 MODIS/Terra+Aqua Land Cover Type Yearly L3 Global 0.05Deg CMG V006 MODIS/Terra+Aqua Land Cover Type Yearly L3 Global 0.05Deg CMG V061 High Resolution Global Contiguous SIF Estimates from OCO-2 SIF and MODIS, Version 2 MERRA-2 inst3_3d_asm_Np: 3d,3-Hourly,Instantaneous,Pressure-Level,Assimilation,Assimilated Meteorological Fields 0.625 x 0.5 degree V5.12.4 (M2I3NPASM)
Assessing China's solar power potential: Uncertainty quantification and economic analysis
2025
Yin, Gege, He, Xiaojia, Qin, Yue, Chen, Lei, Hu, Yuan, Liu, Yu, Zhang, Chuan
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, Land Use/Land Cover Classification
Global estimates of the storage and transit time of water through vegetation
2025
Felton, Andrew J., Fisher, Joshua B., Hufkens, Koen, Purdy, Adam J., Spawn-Lee, Seth A., Duloisy, Lou F., Goldsmith, Gregory R.
Biomass, Forests, Grasslands, Alpine/Tundra, Land Use/Land Cover Classification , Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Surface Pressure, Air Temperature, Specific Humidity, Surface Winds , Wind Speed , Geopotential Height, Heat Flux, Skin Temperature, Water Vapor, Precipitation Rate , 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, Reflectance , Photosynthesis, Primary Production, Vegetation Productivity, Canopy Characteristics, Evergreen Vegetation, Crown, Deciduous Vegetation, Leaf Characteristics, Vegetation Cover
Global Aboveground and Belowground Biomass Carbon Density Maps for the Year 2010 MODIS/Terra+Aqua Land Cover Type Yearly L3 Global 0.05Deg CMG V006 MODIS/Aqua Vegetation Indices 16-Day L3 Global 250m SIN Grid V006 MERRA-2 inst1_2d_lfo_Nx: 2d,1-Hourly,Instantaneous,Single-Level,Assimilation,Land Surface Forcings 0.625 x 0.5 degree V5.12.4 (M2I1NXLFO) MODIS/Aqua Vegetation Indices 16-Day L3 Global 250m SIN Grid V061 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) MODIS/Aqua Surface Reflectance Daily L2G Global 250m SIN Grid V061 MODIS/Aqua Net Primary Production Yearly L4 Global 500m SIN Grid V006 MODIS/Aqua Surface Reflectance Daily L2G Global 250m SIN Grid V006 MODIS/Terra Vegetation Continuous Fields Yearly L3 Global 250m SIN Grid V061 MODIS/Terra+Aqua Land Cover Type Yearly L3 Global 0.05Deg CMG V061 MODIS/Terra Vegetation Continuous Fields Yearly L3 Global 250m SIN Grid V006
First Global Retrievals of Solar Induced Chlorophyll Fluorescence From
2025
Zhang, Zhaoying, Fu, Anmin, Xu, Jie, Lin, Jun, Zhang, Xinwei, Zhang, Yongguang
Atmospheric Carbon Dioxide, Solar Induced Fluorescence, Land Use/Land Cover Classification , Clouds , Cloud Frequency, Cloud Height
Divergent hydrological effects of revegetation over the Chinese Loess Plateau driven by East Asian summer monsoon variability
2025
Wang, Shiyao, Ge, Jun, Cao, Yipeng, Liu, Yu, Luo, Xing, Yang, Limei, Xiao, Shanchuan, Miao, Xin, Guo, Weidong
Albedo , Anisotropy, Reflectance , Land Use/Land Cover Classification
Atmospheric boundary layer heat budget and its urban-rural differences
2025
Huang, Qianyue, Zhang, Yuanjie, Xin, Jialing, Li, Yubin, Qin, Yue, Wang, Linlin
Land Use/Land Cover Classification
Background Wind Speeds Outweigh Urban Heat Islands in Downwind
2025
Ding, Mingze, Zheng, XiaoTong, Li, Dan, Sun, Ting
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 , Precipitation , Precipitation Amount
Biome-Specific Responses of GOSIF Gross Primary Productivity to
2025
Gu, Xingli, Zhou, Lei, Liang, Qin'ou, Xu, Enxiang, Chi, Yonggang
Air Temperature, Evapotranspiration , Rain , Soil Moisture/Water Content , Total Runoff, Land Use/Land Cover Classification , Land Surface Temperature , Emissivity, Plant Phenology, Enhanced Vegetation Index (EVI)
Benchmarking transferable evapotranspiration against physical models: Uncertainty analysis of machine learning quasi-observation across Central Asias plant functional types and climate zones
2025
Ochege, Friday Uchenna, Yuan, Xiuliang, Tabari, Hossein, Hamdi, Rafiq, Luo, Geping
Land Use/Land Cover Classification