Comparative machine learning and deep learning approaches for
2026
Azizi, Mahan, Abbasi, Ali, Asli Charandabi, Mohammad Reza
Precipitation , Precipitation Amount, Precipitation Rate , Snow, Rain , Surface Pressure, Heat Flux, Longwave Radiation, Shortwave Radiation, Air Temperature, Specific Humidity, Evapotranspiration , Wind Speed , Soil Moisture/Water Content , Soil Temperature, Land Surface Temperature , Snow Cover , Snow Depth , Snow Water Equivalent , Runoff , Reflectance , Emissivity
Comparison of Sentinel-2 and MODIS for estimating GPP along an ecosystem gradient in eastern Germany
2026
Sayeed, Mostafa, Ahmadpour, Somayeh, Trachte, Katja
Reflectance , Albedo , Anisotropy, Land Surface Temperature , Emissivity
Concurrent climate extremes and biological carryover effects dominate
2026
Luo, Yiting, Yang, Hui, Xu, Hao, Huntingford, Chris, Orth, Rene, Li, Xiangyi, Penuelas, Josep
Reflectance , Anisotropy
Context dependence of ecological responses to photovoltaic power plants in drylands: evidence from a meta-analysis
2026
Ye, Peng, Yang, Fan, Abulikemu, Abuduwaili, Ma, Mingjie, Liu, Junjian, Zhang, Miaomiao
Land Use/Land Cover Classification
Continental-scale mapping of forest tree density in North America using remote sensing and deep learning with uncertainty quantification
2026
Ahmad, Mustak, Tang, Yun, Lister, Andrew J., Gamarra, Javier G.P., Powell, William G., Beane, Nathan R., Choi, Wook Jin, Mitra, Ankita, Kumar, Amit, Cuchietti, Anibal, Paquette, Alain, Searle, Eric, Chen, Jiaxin, Chen, Han Y.H., Bongers, Frans, Meave, Jorge A., Guevara, Mario, Barreras, Aylin, de la Rosa, Jose Armando Alanis, Mayorga Saucedo, Rafael, Cuenca Lara, Rubi Angelica, Moreno Garcia, Cesar, Godinez Valdivia, Carlos Isaias, Delgado Caballero, Carina Edith, de los Angeles Soriano Luna, Maria, Aldrete Leal, Metzli Ileana, Medina Casillas, Sandra Liliana, Romero Correa, Johny, Villela Gaytan, Sergio Armando, Corral Rivas, J. Javier, Vega-Nieva, Jose Daniel, Briseno-Reyes, Jaime, Lopez-Serrano, Pablito Marcelo, Fayle, Tom M., Altman, Jan, Johnson, Daniel J., Liang, Jingjing
Leaf Characteristics, Photosynthetically Active Radiation , Leaf Area Index (LAI) , Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Evapotranspiration , Latent Heat Flux
Control of Vegetation and Temperature on Topsoil Water Losses
2026
Baur, Martin J., Vargas Zeppetello, Lucas R., Friend, Andrew D., Entekhabi, Dara
Vegetation Index , Plant Phenology, Normalized Difference Vegetation Index (NDVI), Plant Phenological Changes, Enhanced Vegetation Index (EVI)
Corn-soybean expansion nears threshold for adverse nitrogen effects in the Great Plains
2026
Waterman, Breanna Rivera, Hansen, Amy T, Loecke, Terrance D, Kirk, Matthew F
Evapotranspiration , Latent Heat Flux
Crop and irrigation types ground-truth dataset for Moroccan agricultural regions
2026
Ouassanouan, Youness, Elfarkh, Jamal, Grich, Said, Liblab, Abderrahman, Chehbouni, Abdelghani
Land Use/Land Cover Classification
Crossing the Threshold: Land Cover Change Triggers Hydrological Regime Shift in Brazil's Itaipu Hydropower Region
2026
Besnier, Jessica, Getirana, Augusto, Lakshmi, Venkataraman
Land Use/Land Cover Classification
Cumulative and lagged effects of climate factors on vegetation end of
2026
Wang, Jie, You, Jiangong, Yi, Mingxuan, Huo, Weiqi, Zhang, Dongming, Shen, Yonglin, Sui, Kelin
Land Use/Land Cover Classification
Bridging data gaps in urban heat forecasting: Remote sensing and image processing approach for Qatar's climate
2026
Braganza, Nathan Joseph, Sodiq, Ahmed, Amhamed, Abdulkarem, Alrebei, Odi Fawwaz
Land Surface Temperature , Emissivity, Albedo, Snow Cover
Budyko scatter reveals interactions between wildfire, land cover change
2026
Corak, Nicholas K., Barros, Ana P., Lowman, Lauren E.L.
Land Use/Land Cover Classification
Burning bans have altered burned area changes in China since 2003
2026
You, Chao, Wang, Jing, Dong, Xiao, Xu, Chao
Land Use/Land Cover Classification , Fire Ecology, Biomass Burning, Wildfires , Fire Occurrence, Burned Area
CADF-Net: A Conflict-Aware Adaptive Distillation Network for Fusing Multi-Source Land-Cover Products for Key Vegetation Classes in Cross-Border Regions
2026
Zhang, Yubo, Fu, Long, Li, Zehong, Yang, Yuanyuan, Chen, Hongbing, Zhang, Shuwen
Land Use/Land Cover Classification , Terrain Elevation , RADAR IMAGERY, Topographical Relief Maps
Capturing Antarctic Precipitation With a 3D Atmospheric River Algorithm
2026
Takahashi, K., Inoue, J., Sato, K., Hirasawa, N., Yamada, K.
Heat Flux, Air Temperature, Skin Temperature, Specific Humidity, Water Vapor, Precipitation Rate , Snow/Ice , Evaporation, Latent Heat Flux, Latent Heat Flux, Sensible Heat Flux, Diffusion, Surface Winds , Wind Speed , U/V Wind Components, Wind Stress, Wind Stress, Surface Roughness, Planetary Boundary Layer Height, Ice Fraction, Infrared Radiance, REFLECTED INFRARED, Visible Radiance
Capturing Spatiotemporal and Subgrid Variability in Global Land Surface
2026
Ralhan, Akarsh, Liang, XinZhong
Land Use/Land Cover Classification , Albedo , Anisotropy, Reflectance
Caribou balance winter range fidelity and plasticity in response to weather, pregnancy, and summer range conditions
2026
Fullman, Timothy J, Person, Brian T, Karpovich, Shawna, Prichard, Alexander K, Hepler, Joelle, Zuur, Alain F
Reflectance , Anisotropy, Vegetation Cover, Forests, Alpine/Tundra
Catchment precipitation partitioning in the Budyko framework is controlled by root zone storage capacity
2026
Ibrahim, Muhammad, van Oorschot, Fransje, van der Ent, Ruud, Hrachowitz, Markus, Coenders-Gerrits, Miriam
Land Use/Land Cover Classification , Vegetation Index , Vegetation Cover, Plant Characteristics, Leaf Characteristics, Canopy Characteristics, Albedo , Reflectance , Soil Depth, Soil Horizons/Profile, Soil Water Holding Capacity , Soil Texture, Soil Classification, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Soil Moisture/Water Content
Central Asia photovoltaic potential: Dust impacts and suitability
2026
Gan, Ying, Zhang, Zhe, Li, Zhiyi, Luo, Ziheng
Land Use/Land Cover Classification
Changing Aerodynamic Roughness in WRF Reduces Bias and Improves Accuracy in NearSurface Wind Simulations
2026
Song, Hongquan, Ni, Xueli, Chang, Yujie, Chappell, Adrian, Zhou, Zhuoli, Liu, Boyan
Reflectance , Albedo , Anisotropy
Characterizing windows of opportunity for prescribed pile and broadcast burning in Northern California
2026
Worsnop, Rochelle P., Hoell, Andrew, Hatchett, Benjamin J., Chapman, Teresa B., Breeden, Melissa L., Tolby, Zach, Short, Karen C., Hobbins, Mike
Land Use/Land Cover Classification
China's spring and summer maize growth exhibit differential sensitivities to recent climate change: Evidence from satellite observations and machine learning
2026
Song, Yang, Li, Wangyipu, Yu, Xun, Ji, Xianglin, Lu, Xiaoliang, Li, Xing, Zhang, Chao, He, Yong, Wan, Xiangyuan, Wang, Jing
Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI)
Climate and Vegetation Dominate Lake Eutrophication in the Inner MongoliaXinjiang Plateau (20002024)
2026
Zhang, Yuzheng, Cao, Feifei, Rong, Yuping, Wen, Linglong, Su, Wei, Wu, Jianjun, Yin, Yaling, Zi, Zhilin, Liu, Shasha, Liu, Leizhen
Photosynthesis, Primary Production, Vegetation Productivity
Climate Change Sensitivity and Regional Differences of the Upper Limit of Montane Deciduous BroadLeaved Forests Across the Northern Hemisphere
2026
Li, Youheng, Han, Fang, Li, Chuanrong, Li, Kun, Li, Xiaoyong, Lv, Yan, Xu, Xiaolong, Zhao, Junxin, Lei, Ziqiang
RADAR IMAGERY, Terrain Elevation , Topographical Relief Maps, Digital Elevation/Terrain Model (DEM) , Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI)
Climate risks of global deployed solar photovoltaic systems
2026
Zhang, Deshuai, Ding, Ying, Ouyang, Zhuolin, Li, Yanjun, Baqais, Amal, Wang, Peng, Zhang, Haicheng
Land Use/Land Cover Classification