Novel Hybrid Machine Learning Framework for Agroecological Zoning in a Tropical Data-Scarce Region: Case Study of the South-Kivu, Eastern D.R. Congo
2026
Kulimushi, Luc Cimusa, Mondo, Jean Mubalama, Bashagaluke, Janvier Bigabwa, Bisimwa, Aime Heri-Kazi, Balezi, Alphonse Zihalirwa, Majaliwa, Jackson-Gilbert M., Kahindo, Charles, Singh, Sudhir Kumar, Ray, Ram Lakhan, Karume, Katcho
Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Land Surface Temperature , Emissivity
Investigating the spatiotemporal behavior of VIC model parameters over the Tibetan plateau via global sensitivity analysis and machine learning
2026
Li, Yazhen, Che, Tao, Dai, Liyun, Wu, Adan, Wang, Jing
Soil Classification, Soil Chemistry, Soil Bulk Density, Nitrogen, Carbon , Soil Horizons/Profile, Soil Moisture/Water Content , Soil Water Holding Capacity
Increasing control of vapor pressure deficit on the end of the growing season in boreal forest
2026
Wang, Meiyu, Zhao, Jianjun, Zhou, Yuyu, Zhang, Hongyan, Zhang, Zhengxiang, Xiong, Tao, Wang, Yeqiao
Land Use/Land Cover Classification
InSAR Deformation Analysis and Response Mechanism of Retrogressive Thaw Slumps in Permafrost Region of the QinghaiTibet Engineering Corridor
2026
Chi, Yintong, He, Yi, Huo, Tianbao, Li, Hongzhe, Chen, Jian
Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Land Surface Temperature , Emissivity, Terrain Elevation , RADAR IMAGERY, Topographical Relief Maps
Interannual variability of spring dust column mass concentration over
2026
Zhang, Hailiang, He, Qing, Aihaiti, Ailiyaer, Li, Yongkang, Zeng, Kang, Jiang, Hong, Liao, Qimei
Land Use/Land Cover Classification , 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 10), PARTICULATE MATTER (PM 1.0), Emissions, UV Aerosol Index , Gas/Aerosol Composition, Deposition
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 MERRA-2 tavgM_2d_aer_Nx: 2d,Monthly mean,Time-averaged,Single-Level,Assimilation,Aerosol Diagnostics 0.625 x 0.5 degree V5.12.4 (M2TMNXAER) at GES DISC MERRA-2 tavgM_2d_adg_Nx: 2d,Monthly mean,Time-averaged,Single-Level,Assimilation,Aerosol Diagnostics (extended) 0.625 x 0.5 degree V5.12.4 (M2TMNXADG) at GES DISC
Methodological sensitivities when identifying dryland degradation: case studies from two Australian regions
2026
Zhang, Xinyue, Evans, Jason P., Fisher, Adrian G.
Vegetation Index, Normalized Difference Vegetation Index (NDVI), Vegetation Index , Enhanced Vegetation Index (EVI)
Microspherules, meltglass, and nanoparticles from the Younger Dryas boundary layer at White Pond, USA
2026
Moore, Christopher R., LeCompte, Malcolm A., West, Allen, Baalousha, Mohammed, Bizimis, Michael, Mallinson, David J., Brooks, Mark J., Goodyear, Albert C., Ferguson, Terry A., Mitra, Siddhartha, Lane, Chad S., Them, Theodore R., Pyne-ODonnell, Sean, Wolbach, Wendy S., Adedeji, Victor, Harris, M. Scott, Alam, Mahbub, Kletetschka, Gunther, Defant, Marc J., Martinez-Colon, Michael, Taylor, Sean G., Stone, Peter A., Abbott, Dallas H., Witwer, Timothy
Terrain Elevation , Digital Elevation/Terrain Model (DEM) , Topographical Relief Maps
Microwave Remote Sensing and Risk Matrix Assessment for Climate Change
2026
Fontgalland, Isabel L. M., Fontgalland, Glauco
Brightness Temperature, Surface Soil Moisture
Minimal impact of recent decline in C4 vegetation abundance on atmospheric carbon isotopic composition
2026
Lavergne, Alienor, Harrison, Sandy P., Atsawawaranunt, Kamolphat, Dong, Ning, Prentice, Iain Colin
Land Use/Land Cover Classification , Vegetation Index , Vegetation Cover, Plant Characteristics, Leaf Characteristics, Canopy Characteristics, Albedo , Reflectance , Landscape Patterns
Minimum-Time Dubins Airplane Inspection Tours with Visibility and Dwell Time Constraints
2026
Hague, Collin, Willis, Andrew, Maity, Dipankar, Wolek, Artur
RADAR IMAGERY, Terrain Elevation , Topographical Relief Maps, Digital Elevation/Terrain Model (DEM)
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) at GES DISC MERRA-2 const_2d_asm_Nx: 2d, constants 0.625 x 0.5 degree V5.12.4 (M2C0NXASM) at GES DISC 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) at GES DISC 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) at GES DISC 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) at GES DISC 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) at GES DISC GHRSST Level 4 CMC0.1deg Global Foundation Sea Surface Temperature Analysis (GDS version 2)
Meta-analysis of North American Arctic and boreal aboveground biomass datasets: assessing accuracy, dynamics, and similarities
2026
Liang, Wanwan, Bauck, Kirsten, Maloney, Devon, Hoy, Elizabeth, Montesano, Paul, Lara, Mark J, Yang, Daryl, Forsythe, Jeremy, Duncanson, Laura, Walker, Xanthe, Wang, Jonathan A
Biomass, Forests, Grasslands, Alpine/Tundra, Carbon , Vegetation Cover, Land Use/Land Cover Classification , Land Use Classes, Biomass Dynamics
Meteorological to agricultural drought transitions compounded by heat waves in historical and future climates
2026
Short Gianotti, Daniel J., Gannon, Meriah J., Entekhabi, Dara
Brightness Temperature, Surface Soil Moisture, Tropopause, Surface Pressure, 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, Humidity , Water Vapor Profiles, Cloud Liquid Water/Ice, Outgoing Longwave Radiation, Methane, Atmospheric Ozone, Tropospheric Ozone, Sulfur Dioxide , Surface Temperature , Cloud Fraction
Mechanisms of wetland deterioration in a sinking deltaic lagoon
2026
Donatelli, Carmine, Fichot, Cedric, Fagherazzi, Sergio
Suspended Solids, Estuary, Inundation, Sediments, Sediment Transport, Sediment Transport, Subsidence, Subsidence
Delta-X: Total Suspended Solids Concentration across MRD, LA, USA, 2021, Version 2 Delta-X: Delft3D Sediment Model, Site 421, Terrebonne Basin, MRD, Louisiana, USA Delta-X: Delft3D Sediment Model, Site 399, Terrebonne Basin, MRD, Louisiana, USA Delta-X: Delft3D Sediment Model, Site 322, Terrebonne Basin, MRD, Louisiana, USA Delta-X: Land Subsidence Rate, Mississippi River Delta (MRD), Louisiana, USA
Mercury Cycling Across a US Semi-Arid Mountain Ecosystem Elevation
2026
Miller, Hannah R., Janssen, Sarah E., Taylor, Scott A., Gerson, Jacqueline R., McIntosh, Tyler L., Hinckley, EveLyn S.
Canopy Characteristics, Evergreen Vegetation, Crown, Deciduous Vegetation, Leaf Characteristics, Vegetation Cover, Land Use/Land Cover Classification
Mapping the structural diversity of Central African and Western US forests using GEDI
2026
Schneider, Fabian D., Dean, Morgan, Ordway, Elsa M., Libalah, Moses B., Ferraz, Antonio
Plant Phenology, Canopy Characteristics, Vegetation Cover, Lidar, Topography , Vegetation Height, Digital Elevation/Terrain Model (DEM) , VIEWING GEOMETRY, Terrain Elevation
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)
Mapping field-scale daily evapotranspiration using unbiased spatio-temporal fusion approach over heterogeneous surface
2026
Guo, Aoxiang, Huang, Sunweiyu, Song, Lisheng, Chu, Dong, Liu, Desheng
LIDAR WAVEFORM, Canopy Characteristics, Terrain Elevation
Mapping Forest Canopy Height via Self-Attention Multisource Feature Fusion and a Blending-Based Heterogeneous Ensemble Model
2026
Tian, Jing, Zhang, Pinghao, Dong, Pinliang, Shan, Wei, Guo, Ying, Li, Dan, Wang, Qiang, Mei, Xiaodan
Terrain Elevation , Vegetation Height
Mapping and modelling land degradation vulnerability in a semi-arid
2026
Klc, Mirac
RADAR IMAGERY, Terrain Elevation , Topographical Relief Maps, Digital Elevation/Terrain Model (DEM)
Intercomparison of Earth Observation products for hyper-resolution
2026
Garcia-Garcia, Almudena, Stradiotti, Pietro, Di Paolo, Federico, Filippucci, Paolo, Fischer, Milan, Orsag, Matej, Brocca, Luca, Peng, Jian, Dorigo, Wouter, Gruber, Alexander, Droppers, Bram, Wanders, Niko, Haag, Arjen, Weerts, Albrecht, Modiri, Ehsan, Rakovec, Oldrich, Frances, Felix, DallAmico, Matteo, Anderson, Martha, Hain, Christopher, Samaniego, Luis
Evapotranspiration , Photosynthesis, Primary Production, Latent Heat Flux, Surface Soil Moisture
Interpreting Changes in Global Methane Budget in a Chemistry-Climate
2026
He, Jian, Naik, Vaishali, Horowitz, Larry W.
Land Use/Land Cover Classification , Vegetation Index , Vegetation Cover, Plant Characteristics, Leaf Characteristics, Canopy Characteristics, Albedo , Reflectance
Machine learning-based high resolution spatial economic modeling of biomass energy potential in Southeast Asia
2026
Sakti, Anjar Dimara, Prakoso, Tirto, Santoso, Cokro, Milliandza, Juan Andrean, Putra Garniwa, Pranda Mulya, Susantoro, Tri Muji, Wikantika, Ketut, Harto, Agung Budi
RADAR IMAGERY, Terrain Elevation , Topographical Relief Maps, Digital Elevation/Terrain Model (DEM)
Machine and deep learning-based forecast of Tehran's accelerating nighttime surface heat island crisis
2026
Zargari, Motahhareh, Ghader, Sarmad, Perez, Isidro A., Garcia, M. Angeles
Land Surface Temperature , Emissivity, Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI)
Machine learning analysis of Iran's wildfire landscape and anthropogenic influences
2026
Sadra, Nasim, Nikoo, Mohammad Reza, Nazari, Rouzbeh, Karimi, Maryam, Uddin, Md Galal, Gandomi, Amir H.
Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Fire Dynamics, Surface Radiative Properties , Land Surface Temperature