A global 0.05 gross primary production dataset from 2001 to 2024 generated using a hybrid LSTM framework
2026
Chen, Shaoyang, Liu, Xinjie, Han, Qizhi, Wu, Yanhong, Liu, Liangyun
Land Use/Land Cover Classification , Leaf Characteristics, Photosynthetically Active Radiation , Leaf Area Index (LAI) , Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Albedo , Anisotropy, Reflectance , Photosynthesis, Primary Production, Vegetation Productivity
A global dataset of reservoir in-situ water levels for hydrological and remote sensing applications
2026
Zhang, Mingyang, Zhao, Gang, Song, Chunqiao, Liang, Zhongyao, Xie, Xianhong, Li, Yao
LAKES
A global mountain long-term monthly mean air temperature dataset from priority-based weighted fusion of multi-source 1-km satellite LST products and in-situ observations
2026
Zhao, Wei, Zhao, Junli, Xie, Xinyao, Wang, Yong, Yin, Gaofei, Yang, Yanqing, Wu, Jiujiang
Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI)
A Global Multi-Hazard Framework for Projecting Climate Migration Flows to 2100 Along Shared Socioeconomic Pathways (SSPs)
2026
Hirsch, Zachary M., Medgyesi, Danielle N., Buresch, Jasmina M., Porter, Jeremy R.
Population Estimates, Socioeconomics , Poverty Levels , Environmental Health Factors , Population Distribution , Sustainability
A global tour of iNaturalist mammal data: status, trends, and outlook for macroecology and conservation
2026
Jensen, Alex J, Ackley, Taylor, Alyetama, Mohammad, Cove, Michael V, Fritzsche, Lauren, Goldstein, Benjamin R, Herrera, Daniel J, Jenkins, Lauren, Kierepka, Elizabeth, McMurry, Sierra, Moretto, Leticia, Scholten, Bradley, Sossover, Daniel, Starr, Steven, Weeks, Alyssa M, Kays, Roland
Boundaries
A harmonized 20002024 dataset of daily river ice concentration and annual phenology for major Arctic rivers
2026
Qiu, Jiahui, Luojus, Kari, Kaartinen, Harri, Qiu, Yubao, Silander, Jari, Patro, Epari Ritesh, Klove, Bjorn, Haghighi, Ali Torabi
Reflectance
A high-resolution (daily and 1 km) atmospheric moisture collection over the North China Plain during 20032020
2026
Su, Zhiying, Zhang, Hui, Li, Xiang, Wu, Sijia, Shi, Manqing, Luo, Ming
Land Use/Land Cover Classification , Aerosol Optical Depth/Thickness , Land Surface Temperature , Emissivity
A High-Resolution Forest Soil Organic Carbon Dataset for China Derived from an Enhanced Quantile Regression Forest Model
2026
Chen, Jizhen, Ou, Yuxing, Fan, Zihao, Zhang, Xin, Xiao, Wenfa, Sun, Qiwu, Sun, Xiangyang, Huang, Zhilin
Leaf Area Index (LAI) , Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Reflectance , Photosynthesis, Primary Production, Vegetation Productivity
A human-in-the-loop active learning framework for scalable wind energy
2026
Zhang, Yuchen, Zheng, Limengqian, Guo, Yixin, Lu, Erwan, Li, Zhi, Lu, Zi
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
A Novel Deep Learning Framework combining optical-SAR Data to Generate Gap-Free 20 M LAI Time Series for Crop Monitoring
2026
Li, Juan, Ienco, Dino, Gaetano, Raffaele, Ciotola, Matteo, Mateo-Herrera, Blanca, Xiao, Zhiqiang, Weiss, Marie
Terrain Elevation , RADAR IMAGERY, Topographical Relief Maps
A Physically Driven Interpretable Machine Learning Framework for Early Forecasting of Summer Hypoxia in the Semi-Enclosed Bohai Sea Using Remote Sensing Data
2026
Jin, Yong, Guo, Jie, Liu, Shanwei, Li, Tao, Yue, Hansen, Ji, Diansheng, Hou, Chawei, Tang, Haitian
Tropospheric Ozone, Tropopause, Methane, Atmospheric Ozone, Surface Pressure, Outgoing Longwave Radiation, Surface Temperature , Air Temperature, Upper Air Temperature, Layered Precipitable Water, Total Precipitable Water, Water Vapor Profiles, Cloud Fraction, Cloud Top Pressure, Cloud Top Temperature, Cloud Vertical Distribution, Precipitation Rate , Emissivity, Skin Temperature, Sea Surface Temperature
A Python-Based Workflow for Producing Soil Electromagnetic Properties
2026
Brownbridge, Todd R., Russo, Nicholas
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
A recent stabilization in the lengthening of the Arctic sea ice melt season into a highly variable regime
2026
Boisvert, Linette, Parker, Chelsea, Valkonen, Elina, Tilling, Rachel
Brightness Temperature, Freeboard, Ice Depth/Thickness , Snow Depth , Ice Depth/Thickness
A remote sensing framework for mapping agricultural water priority areas and hot spots in northeast Italy
2026
Lippa, Massimiliano N., Tarolli, Paolo
Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Land Surface Temperature , Emissivity
A satellite soil moistureand radar rainfallbased methodology for slope-scale seepagestability modelling of rainfall-induced landslides
2026
Jotisankasa, Apiniti, Mapiam, Punpim Puttaraksa, Methaprayun, Monton, Praphatsorn, Washirawat, Torsri, Kritanai, Supavetch, Soravis, Soralump, Suttisak, Linnebach, Jonathan, Bogaard, Thom
Brightness Temperature, SIGMA NAUGHT, Surface Soil Moisture
A socio-hydrological system analysis to classify the state of water insecurity in the Awash River Basin, Ethiopia
2026
Gebrehiwot, S G, Birhanu, B, Legasse, A M, Tessema, B G, Breuer, L
Soil Moisture/Water Content
A Stepwise Approach for Monitoring Spring Maize Phenology Using Fused
2026
Ma, Yuyang, Guan, Haixiang, Fang, Zhou, Shuai, Yan, Huang, Bo, Li, Xuecao, Huang, Jianxi
Land Use/Land Cover Classification
A hybrid optimal estimation and machine learning approach to predict atmospheric composition
2026
Werner, Frank, Bowman, Kevin W., Lee, Seungwon, Laughner, Joshua L., Payne, Vivienne H., McDuffie, James L.
Atmospheric Carbon Monoxide , Brightness Temperature, Infrared Radiance
A Hybrid Physics-Guided Machine Learning for Soil Moisture Monitoring and Drought Assessment From CYGNSS in Complex Terrain
2026
Rhadiouini, Charafa El, Jin, Shuanggen, Yeboah, Emmanuel, Sarfo, Isaac, Okrah, Abraham
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 , RADAR IMAGERY, Terrain Elevation , Topographical Relief Maps, Digital Elevation/Terrain Model (DEM) , Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Brightness Temperature, Surface Soil Moisture, Radar Cross-Section, Radar Reflectivity
A long-term daily 500 m snow cover extent product over China (19812000)
2026
Shen, Yanlong, Wang, Xiaoyan, Zhu, Ruixiang, Liang, Shi, Che, Tao, Hao, Xiaohua
Land Use/Land Cover Classification
A machine learning approach coupling immediate and lagged drivers to predict sand and dust storms in Northern China
2026
Wang, Mile, Yu, Kunxia, Li, Peng, Li, Zhanbin, Yan, Rui, Jiang, Zixia, Li, Xue, Jia, Lu
Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Land Surface Temperature , Emissivity
A Modality-Aware Ensemble-of-Experts Model for Wildfire Spread Prediction
2026
Andrianarivony, Henintsoa S., Akhloufi, Moulay A.
Fire Occurrence, Fire Dynamics, Burned Area
A Model for Dry Deposition of Atmospheric Micro-and Nanoplastic Fibers
2026
Foroutan, Hosein
Land Use/Land Cover Classification
A model of water extraction from the subglacial hydrologic system under idealized conditions
2026
Meyer, Colin R., Warburton, Katarzyna L. P., Sommers, Aleah N., Minchew, Brent M.
Ice Velocity, Bathymetry, Bed Elevation, Firn Air Content, Glacier/Ice Sheet Thickness, Terrain Elevation
A Multi-City Assessment of Genomic Evolution in the Native Wildflower Impatiens capensis
2026
Rivkin, L. Ruth, Garroway, Colin J., Johnson, Marc T. J.
Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI)