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 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 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 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
Application of a SIF-based photochemical model to improve the estimation
2026
Guo, Chenhui, Liu, Zhunqiao, Lu, Xiaoliang
Leaf Area Index (LAI) , Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Leaf Characteristics, Photosynthetically Active Radiation
Aridity modulates spatiotemporal changes in carbon allocation to leaves in Northern Hemisphere grasslands
2026
Wu, Xiao, Bai, Wenrui, Gao, Chengxi, Zhou, Wencun, Lin, Shaozhi, Dai, Junhu, Wang, Huanjiong
Primary Production, Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Gross Primary Production (gpp), Reflectance
Artificial intelligence with earth observations provides continuous
2026
Uddin, Shihab, Rajib, Adnan, Haider, M. Rezaul, Vanderhoof, Melanie, Luk Kim, I., Zhao, Lan
Fire Ecology, Biomass Burning, Wildfires , Fire Occurrence, Leaf Characteristics, Photosynthetically Active Radiation , Leaf Area Index (LAI) , Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Surface Thermal Properties , Land Surface Temperature , THERMAL ANOMALIES, Burned Area, Reflectance , Maximum/Minimum Temperature, 24 Hour Precipitation Amount, Snow Water Equivalent , Vapor Pressure, Shortwave Radiation, Evapotranspiration , Latent Heat Flux
Amazon forest nutrient limitation is mitigated by distant fire emissions
2026
Descals, Adria, Janssens, Ivan A., Penuelas, Josep
Solar Induced Fluorescence, Chlorophyll , Primary Production, Leaf Characteristics, Reflectance , Fire Ecology, Biomass Burning, Wildfires , Fire Occurrence, Burned Area, Leaf Area Index (LAI) , Fraction Of Absorbed Photosynthetically Active Radiation (fapar)
An eco-evolutionary optimality model explains the acclimated temperature
2026
Gan, Wenyao, Alizadeh, Nabil, Best, Martin, Vidale, Pier Luigi, Prentice, I. Colin, Harrison, Sandy P.
Leaf Area Index (LAI) , Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Leaf Characteristics, Photosynthetically Active Radiation
A Transboundary Air Quality CoBenefit of Ecological Restoration in Mongolia
2026
Qiu, Pengcheng, Guan, Xiaodan, Huang, Jianping, Da, Pengbo, Ding, Yuhang, Jin, Zhiyuan
Leaf Area Index (LAI) , Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Albedo , Anisotropy, Reflectance
Assessing the spatiotemporal dynamics of wildfire drivers in Southeast Asia: An explainable spatial machine learning framework
2026
Xia, Lei, Yang, Zhixian, Yang, Yongling, Han, Liang, Jia, Chengwen, Li, Jie, Fan, Wenxuan, Liu, Rui
Leaf Characteristics, Photosynthetically Active Radiation , Leaf Area Index (LAI) , Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI)
Assessing Consistency in Fuel Consumed Between Activity-Based Wildfire
2026
Saide, P. E., Wu, Y., Arnold, M., Thapa, L. H., Soja, A., Gargulinski, E., Li, F., Wiedinmyer, C., Emmons, L. K., Tang, W., Westerling, A. L., Xu, Q., Ordway, E. M., Queally, N., Kueppers, L.
Land Use/Land Cover Classification , Leaf Characteristics, Photosynthetically Active Radiation , Leaf Area Index (LAI) , Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Canopy Characteristics, Evergreen Vegetation, Crown, Deciduous Vegetation, Vegetation Cover
Assessing ecosystem services resilience to drought and its drivers in mediterranean forests using a counterfactual, process-based modelling approach
2026
DAdamo, Francesco, Caceres, Miquel De, Espelta, Josep Maria, Roces-Diaz, Jose Valentin, Descals, Adria, Selwyn, Miriam, Lloret, Francisco, Martinez-Vilalta, Jordi
Leaf Characteristics, Photosynthetically Active Radiation , Leaf Area Index (LAI) , Fraction Of Absorbed Photosynthetically Active Radiation (fapar)
Canopy Rainfall Storage Capacity Quantified Across the Diversely
2026
Sandquist, Abigail G., Good, Stephen P., Barinas, Gabriel, Allen, Scott T.
Terrestrial Ecosystems , Biomass, LIDAR WAVEFORM, Leaf Area Index (LAI) , Fraction Of Absorbed Photosynthetically Active Radiation (fapar)
Atmospheric CO2 observations reveal seasonality bias in Arcticboreal carbon flux estimates
2026
Wen, Jiaming, Sun, Wu, Foster, Kelsey T, Bond-Lamberty, Ben, Miller, Charles E, Feng, Liang, Michalak, Anna M
Leaf Characteristics, Photosynthetically Active Radiation , Leaf Area Index (LAI) , Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Atmospheric Carbon Dioxide, Methane, Atmospheric Carbon Monoxide , Atmospheric Ozone, Water Vapor, Respiration Rate, Carbon Flux , Gross Primary Production (gpp), Soil Respiration, NET ECOSYSTEM CO2 EXCHANGE (NEE), Boundary Layer Winds, Upper Air Temperature, Humidity , Wind Speed , Wind Dynamics, Solar Induced Fluorescence, Reflectance , Primary Production, Photosynthesis, Chlorophyll
MODIS/Terra+Aqua Leaf Area Index/FPAR 8-Day L4 Global 500m SIN Grid V006 MODIS/Terra+Aqua Leaf Area Index/FPAR 8-Day L4 Global 500m SIN Grid V061 CARVE: L2 Merged Atmospheric CO2, CO, O3 and CH4 Concentrations, Alaska, 2012-2015 Machine learning-based Arctic-boreal terrestrial ecosystem CO2 fluxes, 2001-2020 CARVE: L4 Gridded Footprints from WRF-STILT model, 2012-2016 ABoVE: Atmospheric Profiles of CO, CO2 and CH4 Concentrations from Arctic-CAP, 2017 ABoVE: Level-4 WRF-STILT Footprint Files for Circumpolar Receptors, 2016-2019 L2 Daily Solar-Induced Fluorescence (SIF) from MetOp-A GOME-2, 2007-2018, V2
Assimilating leaf area index and soil moisture into the WOFOST model for improved maize (Zea mays L.) yield estimation in Ethiopia
2026
Abebe, Gebeyehu, Adeniyi, Odunayo David, Abdelhakim, Amazirh, Balemi, Tesfaye, Tadesse, Tsegaye, Gessesse, Berhan, Barnieh, Beatrice Asenso, Szantoi, Zoltan
Leaf Area Index (LAI) , Fraction Of Absorbed Photosynthetically Active Radiation (fapar)
Assimilation of solarinduced fluorescence satellite observations in the
European Centre for MediumRange Weather Forecasts
integrated forecast system
2026
Garrigues, Sebastien, de Rosnay, Patricia, Weston, Peter, Rudiger, Christoph, Bacour, Cedric, Fairbairn, David, Vanderbecken, Pierre, RojasMunoz, Oscar, Pinnington, Ewan, AgustiPanareda, Anna, Boussetta, Souhail, Calvet, JeanChristophe, Engelen, Richard
Primary Production, Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Gross Primary Production (gpp), Reflectance
Assessing Flash Drought Development and Propagation Across the Contiguous United States Using Remote Sensing
2026
Zeraati, Masoud, Farahmand, Alireza, Seager, Richard, Fowler, Hayley J., Madani, Nima, Parazoo, Nicholas, Manning, Colin, White, Christopher J., Wen, Yixin, Mehran, Ali, AghaKouchak, Amir
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 , Leaf Area Index (LAI) , Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Photosynthesis, Primary Production, Latent Heat Flux, Precipitation , Precipitation Amount, Tropopause, Air Temperature, Upper Air Temperature, Total Precipitable Water, Water Vapor, Cloud Height, Cloud Top Pressure, Cloud Top Temperature, Cloud Vertical Distribution, Emissivity, Sea Surface Temperature , Skin Temperature, Carbon Monoxide , Geopotential Height, Water Vapor Profiles, Cloud Liquid Water/Ice, Outgoing Longwave Radiation, Methane, Atmospheric Ozone
ClimaLand: A Land Surface Model Designed to Enable Data-Driven
2026
Deck, Katherine, Braghiere, Renato K., Renchon, Alexandre A., Sloan, Julia, Bozzola, Gabriele, Speer, Edward, Ben Mackay, J., Reddy, Teja, Phan, Kevin, GagneLandmann, Anna L., Li, Yuchen, Yatunin, Dennis, Charbonneau, Andrew, EfratHenrici, Nat, Bach, Eviatar, Ma, Shuang, Gentine, Pierre, Frankenberg, Christian, Bloom, A. Anthony, Wang, Yujie, Longo, Marcos, Schneider, Tapio
Leaf Area Index (LAI) , Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Leaf Characteristics, Photosynthetically Active Radiation
Climate-Driven Changes in Wildfire Seasonality Across North America
2026
Fan, Fanglu, Tao, Chenliang, Zhang, Yuqiang, Shindell, Drew, Zhang, Hongliang
Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Fire Ecology, Biomass Burning, Wildfires , Fire Occurrence, Burned Area, Leaf Area Index (LAI) , Fraction Of Absorbed Photosynthetically Active Radiation (fapar)
Mapping Evapotranspiration and Diffuse Recharge via Variational
2026
Mahmood, Asif, Farhadi, Leila
Land Use/Land Cover Classification , Leaf Characteristics, Photosynthetically Active Radiation , Leaf Area Index (LAI) , Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Surface Soil Moisture
Integrating physical drivers for wildfire hazard modelling in support of
2026
Corbea-Perez, Alejandro, Merino, Andres, Navarro, Andres, Garcia-Ortega, Eduardo
Leaf Characteristics, Photosynthetically Active Radiation , Leaf Area Index (LAI) , Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Land Surface Temperature , Emissivity, Evapotranspiration , Photosynthesis, Primary Production, Latent Heat Flux, Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI)
Locally Relevant Streamflow by Integrating a Land Surface Model Ensemble With a TwoStage LSTM PostProcessor
2026
Magotra, Bhanu, Saharia, Manabendra
Leaf Area Index (LAI) , Fraction Of Absorbed Photosynthetically Active Radiation (fapar)
Latitude Dictates Global Marine Diatom Dynamics: Insights From 25 years
2026
Sun, Deyong, Li, Minghui, Wang, Shengqiang, Jamet, Cedric, Dionisi, Davide, Ye, Zixu, Chen, Peng
Ocean Chemistry, Ocean Optics, Ocean Temperature, Salinity/Density, PHYTOPLANKTON, Nitrate, Nutrients , Chlorophyll , Ocean Color , Photosynthetically Active Radiation , Ocean Mixed Layer