Assessment of Quantum ML Applicability for Climate Actions: Comparison of the Variational Quantum Classifier and the Quantum Support Vector Classifier with Classical ML Models
2025
Munasinghe, Thilanka, Lai, Phung, Wei, Jennifer, Hendler, James, Cornell, Kimberly A.
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, 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 , Surface Water, Runoff Rate, Average Flow, Average Flow, Precipitation , Snow Depth , Snow Melt , Snow/Ice Temperature, Leaf Area Index (LAI), Leaf Area Index (LAI)
MERRA-2 tavgM_2d_flx_Nx: 2d,Monthly mean,Time-Averaged,Single-Level,Assimilation,Surface Flux Diagnostics 0.625 x 0.5 degree V5.12.4 (M2TMNXFLX) at GES DISC MERRA-2 tavgM_2d_lnd_Nx: 2d,Monthly mean,Time-Averaged,Single-Level,Assimilation,Land Surface Diagnostics 0.625 x 0.5 degree V5.12.4 (M2TMNXLND) at GES DISC
Phenological trends of European beech stands along the Carpathian arc: a 20-year MOD13Q1/MYD13Q1 based analysis
2025
Svik, Marian, Brovkina, Olga, Veljanovski, Tatjana, Cater, Matjaz
Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI)
Phenology-Optimized Drought Index Reveals the Spatio-Temporal Patterns of Vegetation Health and Its Attribution on the Loess Plateau
2025
Yue, Zichen, Zhong, Shaobo, Wang, Wenhui, Mei, Xin, Huang, Yunxin
Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Photosynthesis, Primary Production, Vegetation Productivity, Land Surface Temperature , Emissivity, Terrain Elevation , RADAR IMAGERY, Topographical Relief Maps
Post-2000 greening of Kalahari Desert and southern African grasslands reduces food and economic insecurity in Africa
2025
Nath, Debashis, Nath, Reshmita, Chen, Wen, Cai, Wenju, Dong, Zizhen, Yang, Ruowen
Vegetation Index, Normalized Difference Vegetation Index (NDVI)
Planted Forests in China Have Higher Drought Risk Than Natural Forests
2025
Ma, Longlong, Ma, Jun, Yan, Pu, Tian, Feng, Penuelas, Josep, Rao, Mukund Palat, Fu, Yongshuo, Hu, Zhenhong
Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Carbon , Cation Exchange Capacity, Organic Matter
Predicting piezometric levels in the Araripe Sedimentary Basin, Brazil, using regression and machine learning models
2025
Lima, Mirelle T. V., Terra, Fabricio S., Silva, Juliana P.
Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI)
Predicting pup-rearing habitat for Mexican wolves
2025
Bassing, Sarah B., Oakleaf, John K., Cain, James W., Greenleaf, Allison R., Gardner, Colby M., Ausband, David E.
Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI)
Physics-constrained machine learning for satellite-derived
2025
Zhang, Chen, Zhou, Chang, Luo, Geping, Ye, Su, Shi, Zhou
Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI)
Physiology dominates over phenology in influencing variation and trends of forest transpiration
2025
Cui, Zilong, Zhang, Yuan, Wang, Anzhi, Fei, Wenli, Shen, Lidu, Wu, Jiabing
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 , Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI)
Potential of long-term satellite observations and reanalysis products for characterising soil drying: trends and drought events
2025
Hirschi, Martin, Stradiotti, Pietro, Crezee, Bas, Dorigo, Wouter, Seneviratne, Sonia I.
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)
Potential of Sentinel-1 time-series data for monitoring the phenology of
2025
Schlund, Michael
Plant Characteristics, Plant Phenology, Vegetation Cover, Vegetation Index
Potential of Using Physics with Artificial Intelligence: Physics-Infused Machine Learning and Neural Networks for Spatiotemporal Analysis of Hydro-climatic Events
2025
Ahmed, Asib, Mahboob, Maisha
Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI)
Potential vegetation greenness changes in the permafrost areas over the
2025
Chen, Rui, Nitzbon, Jan, von Deimling, Thomas Schneider, Stuenzi, Simone Maria, Chan, Ngai-Ham, Boike, Julia, Langer, Moritz
Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI)
Predicting Freeze-Thaw States in Alaska Permafrost Landscapes using
2025
Ahajjam, A., Soaper, M., Chance, R., Chandler, J., Pasch, T.
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, 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, Sea Surface Skin Temperature, Geopotential Height, Altitude, Surface Temperature , Upper Air Temperature, Dew Point Temperature, Cloud Top Temperature, Atmospheric Winds , Surface Winds , Upper Level Winds, U/V Wind Components, Vertical Wind Velocity/Speed, Atmospheric Pressure, Sea Level Pressure, Cloud Top Pressure, Sea Level Pressure, Surface Pressure, Total Precipitable Water, Cloud Liquid Water/Ice, Atmospheric Water Vapor, Atmospheric Ozone, Oxygen Compounds, Boundary Layer Winds, Total Ozone, 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 , Surface Water, Runoff Rate, Average Flow, Average Flow, Precipitation , Snow Depth , Snow Melt , Snow/Ice Temperature, Leaf Area Index (LAI), Leaf Area Index (LAI) , Brightness Temperature, Transition Direction
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) at GES DISC MERRA-2 tavg1_2d_rad_Nx: 2d,1-Hourly,Time-Averaged,Single-Level,Assimilation,Radiation Diagnostics 0.625 x 0.5 degree V5.12.4 (M2T1NXRAD) at GES DISC 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 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 SMAP L1C Radiometer Half-Orbit 36 km EASE-Grid Brightness Temperatures V006 SMAP L3 Radiometer Global and Northern Hemisphere Daily 36 km EASE-Grid Freeze/Thaw State V004
PINNSM: A PhysicsInformed Neural Networks Model for Vadose Zone Soil Moisture Profile Prediction
2025
Chavoshi, Arya, Dashtian, Hassan, Bakhshian, Sahar, Young, Michael H., Niyogi, Dev
Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI)
Plant species richness, green spaces, and preterm birth risk in urban areas
2025
Li, Mengyi, Fan, Qiping, Sun, Yi, Benmarhnia, Tarik, Chen, Jiu-Chiuan, Jiao, Anqi, Molitor, John, Sacks, David A., Slezak, Jeff M., Chiu, Vicki Y., Avila, Chantal C., Getahun, Darios, Wu, Jun
Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI)
Post-fire spectral recovery and driving factors across the boreal and
2025
Li, Li Kai, Liu, Zhihua, Xu, Wenru, Wang, Wenjuan, Su, Jiajia, Lv, Qiushuang, Guo, Wenhua, Johnson, Marie
Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI)
Precipitation leads the long-term vegetation increase in the conterminous United States drylands
2025
Chang, Yuhe, Winkler, Alexander J, Noori, Amirhossein, Knyazikhin, Yuri, Myneni, Ranga B
Land Use/Land Cover Classification , Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Maximum/Minimum Temperature, 24 Hour Precipitation Amount, Snow Water Equivalent , Shortwave Radiation, Vapor Pressure
Precipitation Trends and Andean Snow Cover: Climate Interactions and
2025
Melo, Kennedy da Silva, Delgado, Rafael Coll, Mendonca, Ana Pamela Tavares
Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Snow Cover
Parameterized models for estimating atmospheric longwave radiation and surface net radiation in the Brazilian semi-arid region
2025
Silva, Delson J.F., Silva, Tarciana R.B.F., de Oliveira, Michele L., de Oliveira, Gabriel, Mishra, Manoranjan, Guimaraes Santos, Celso Augusto, Marques da Silva, Richarde, dos Santos, Carlos A.C.
Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI)
Pervasive but biome-dependent relationship between fragmentation and resilience in forests
2025
Su, Yongxian, Zhang, Chaoqun, Cescatti, Alessandro, Yu, Kailiang, Ciais, Philippe, Smith, Taylor, Shang, Jiali, Carnicer, Jofre, Liu, Jane, Chen, Jing Ming, Green, Julia K., Wu, Jianping, Ponce-Campos, Guillermo E., Zhang, Yongguang, Zuo, Zhiyan, Liao, Jinbao, Wu, Jianping, Lafortezza, Raffaele, Yan, Kai, Yang, Xueqin, Liu, Liyang, Ren, Jiashun, Yuan, Wenping, Chen, Xiuzhi, Wu, Chaoyang, Zhou, Weiqi
Albedo , Anisotropy, Forest Management, Emissivity, Land Surface Temperature , Leaf Characteristics, Photosynthetically Active Radiation , Leaf Area Index (LAI) , Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Land Use/Land Cover Classification , Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI)
PhenoCam Guidelines for Phenological Measurement and Analysis in an
2025
Sunoj, S., Igathinathane, C., Saliendra, Nicanor, Hendrickson, John, Archer, David, Liebig, Mark
Plant Characteristics, Plant Phenology, Vegetation Cover, Vegetation Index
Over 60% precipitation transformed into terrestrial water storage in global river basins from 2002 to 2021
2025
Zhong, Yulong, Tian, Baoming, Kim, Hyunglok, Yuan, Xing, Liu, Xinyue, Zhu, Enda, Wu, Yunlong, Wang, Lunche, Wang, Lizhe
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 , Terrestrial Water Storage, Ground Water , Glacier Mass Balance/Ice Sheet Mass Balance , Precipitation , Precipitation Amount, Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI)
Over three decades, and counting, of near-surface turbulent flux measurements from the Atmospheric Radiation Measurement (ARM) user facility
2025
Sullivan, Ryan C., Billesbach, David P., Biraud, Sebastien, Chan, Stephen, Hart, Richard, Keeler, Evan, Kyrouac, Jenni, Pal, Sujan, Pekour, Mikhail, Sullivan, Sara L., Theisen, Adam, Tuftedal, Matt, Cook, David R.
Plant Characteristics, Plant Phenology, Vegetation Cover, Vegetation Index
P-LSHv2: a multi-decadal global daily land surface actual evapotranspiration dataset enhanced with explicit soil moisture constraints in remote sensing retrieval
2025
Feng, Jin, Zhang, Ke, Chao, Lijun, Zhan, Huijie, Li, Yunping
Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI)