Machine learning and global vegetation: random forests for downscaling and gap filling
2024
van Jaarsveld, Barry, Hauswirth, Sandra M., Wanders, Niko
Land Use/Land Cover Classification , Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI)
Machine learning based urban sprawl assessment using integrated
2024
Sakti, Anjar Dimara, Deliar, Albertus, Hafidzah, Dyah Rezqy, Chintia, Adria Viola, Anggraini, Tania Septi, Ihsan, Kalingga Titon Nur, Virtriana, Riantini, Suwardhi, Deni, Harto, Agung Budi, Nurmaulia, Sella Lestari, Aritenang, Adiwan Fahlan, Riqqi, Akhmad, Hernandi, Andri, Soeksmantono, Budhy, Wikantika, Ketut
Aerosol Optical Depth/Thickness , Land Surface Temperature , Emissivity
Irrigation-driven groundwater depletion in the Ganges-Brahmaputra basin decreases the streamflow in the Bay of Bengal
2024
Maina, Fadji Z., Getirana, Augusto, Kumar, Sujay V., Saharia, Manabendra, Biswas, Nishan Kumar, McLarty, Sasha, Appana, Ravi
Leaf Area Index (LAI) , Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Snow Cover , Snow Cover , Evapotranspiration , Latent Heat Flux, Land Use/Land Cover Classification , Leaf Characteristics, Photosynthetically Active Radiation
Is the smoke aloft? Caveats regarding the use of the Hazard Mapping System (HMS) smoke product as a proxy for surface smoke presence across the United States
2024
Liu, Tianjia, Panday, Frances Marie, Caine, Miah C., Kelp, Makoto, Pendergrass, Drew C., Mickley, Loretta J., Ellicott, Evan A., Marlier, Miriam E., Ahmadov, Ravan, James, Eric P.
Aerosol Optical Depth/Thickness
Inversion of Aerosol Optical Depth: Incorporating Multimodel Approach
2024
Sun, Xiaohu, Sun, Lin, Sun, Yu, Zhang, Jiarui, Fan, Xiaole, Ma, Chao
Land Use/Land Cover Classification
Interannual variability of summertime formaldehyde (HCHO) vertical column density and its main drivers at northern high latitudes
2024
Zhao, Tianlang, Mao, Jingqiu, Ayazpour, Zolal, Gonzalez Abad, Gonzalo, Nowlan, Caroline R., Zheng, Yiqi
Carbonaceous Aerosols, Nitrogen Oxides , Particulates, Hydrogen Cyanide, Emissions, Non-methane Hydrocarbons/Volatile Organic Compounds, Particulate Matter, Fire Occurrence, Nitrogen Oxides , Sulfur Dioxide , Carbon And Hydrocarbon Compounds, Solar Induced Fluorescence, Chlorophyll , Primary Production, Leaf Characteristics, Carbon And Hydrocarbon Compounds, Formaldehyde
Intercomparison of aerosol optical depths from four reanalyses and their multi-reanalysis consensus
2024
Xian, Peng, Reid, Jeffrey S., Ades, Melanie, Benedetti, Angela, Colarco, Peter R., da Silva, Arlindo, Eck, Tom F., Flemming, Johannes, Hyer, Edward J., Kipling, Zak, Remy, Samuel, Sekiyama, Tsuyoshi Thomas, Tanaka, Taichu, Yumimoto, Keiya, Zhang, Jianglong
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) , Aerosol Backscatter, Aerosol Radiance, Cloud Condensation Nuclei, Nitrate Particles, Optical Depth/Thickness, Radiative Flux, Reflectance
Intercomparison of Air Quality Models in a Megacity: Toward an
2024
Deroubaix, Adrien, Hoelzemann, Judith J., Ynoue, Rita Yuri, Toledo de Almeida Albuquerque, Taciana, Alves, Rafaela Cruz, de Fatima Andrade, Maria, Andreao, Willian Lemker, Bouarar, Idir, de Souza Fernandes Duarte, Edicle, Elbern, Hendrik, Franke, Philipp, Lange, Anne Caroline, Lichtig, Pablo, Lugon, Lya, Martins, Leila D., de Arruda Moreira, Gregori, Pedruzzi, Rizzieri, Rosario, Nilton, Brasseur, Guy
Fire Ecology, Biomass Burning, Wildfires , Fire Occurrence, Burned Area
Intercomparison of very high-resolution surface soil moisture products over Catalonia (Spain)
2024
Ouaadi, Nadia, Jarlan, Lionel, Le Page, Michel, Zribi, Mehrez, Paolini, Giovani, Ait Hssaine, Bouchra, Escorihuela, Maria Jose, Fanise, Pascal, Merlin, Olivier, Baghdadi, Nicolas, Boone, Aaron
Brightness Temperature, Microwave Imagery, Soil Moisture/Water Content , Vegetation Water Content
Internal Tide Variability Off Central California: Multiple Sources
2024
Cai, Tongxin, Zhao, Zhongxiang, D'Asaro, Eric, Wang, Jinbo, Fu, LeeLueng
Sea Surface Temperature , Ocean Temperature, Salinity/Density, Ocean Pressure
Interpretable linear dimensionality reduction based on bias-variance analysis
2024
Bonetti, Paolo, Metelli, Alberto Maria, Restelli, Marcello
Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI)
Interpreting Controls of Stomatal Conductance across Different Vegetation Types via Machine Learning
2024
Xue, Runjia, Zuo, Wenjun, Zheng, Zhaowen, Han, Qin, Shi, Jingyan, Zhang, Yao, Qiu, Jianxiu, Wang, Sheng, Zhu, Yan, Cao, Weixing, Zhang, Xiaohu
Leaf Characteristics, Photosynthetically Active Radiation , Leaf Area Index (LAI) , Fraction Of Absorbed Photosynthetically Active Radiation (fapar)
Interspecific competition shapes bird species' distributions along
2024
Freeman, Benjamin G., Miller, Eliot T., StrimasMackey, Matthew
Land Use/Land Cover Classification
Investigation of observed dust trends over the Middle East region in NASA Goddard Earth Observing System (GEOS) model simulations
2024
Rocha-Lima, Adriana, Colarco, Peter R., Darmenov, Anton S., Nowottnick, Edward P., da Silva, Arlindo M., Oman, Luke D.
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 1.0) , PARTICULATE MATTER (PM 10) , Aerosols , Aerosol Particle Properties, Aerosol Extinction, Turbidity, Particulates, Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Primary Production, Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Gross Primary Production (gpp), Reflectance , Aerosol Backscatter, Aerosol Radiance, Nitrate Particles, Optical Depth/Thickness, Radiative Flux, Reflectance
Isotope data-constrained hydrological model improves soil moisture simulation and runoff source apportionment
2024
Nan, Yi, Tian, Fuqiang
Leaf Area Index (LAI) , Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Leaf Characteristics, Photosynthetically Active Radiation , Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI)
Isotopic composition of convective rainfall in the inland tropics of Brazil
2024
dos Santos, Vinicius, Gastmans, Didier, Duran-Quesada, Ana Maria, Sanchez-Murillo, Ricardo, Rozanski, Kazimierz, Kracht, Oliver, de Assis Quintao, Demilson
Carbon Monoxide , Geopotential Height, Tropopause, Methane, Atmospheric Ozone, Surface Pressure, Outgoing Longwave Radiation, Air Temperature, Upper Air Temperature, Humidity , Total Precipitable Water, Water Vapor, Water Vapor Profiles, Cloud Liquid Water/Ice, Cloud Height, Cloud Top Pressure, Cloud Top Temperature, Cloud Vertical Distribution, Emissivity, Skin Temperature, Sea Surface Temperature , Heat Flux, Skin Temperature, Specific Humidity, 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
Investigating the Relationship between Precipitation and Vegetation
2024
Rousta, Iman, Shakiba, Fatemeh, Olafsson, Haraldur, Vargas, Edgar Ricardo Monroy, Siedliska, Anna, Krzyszczak, Jaromir
Land Use/Land Cover Classification
Integration of a Deep-Learning-Based Fire Model Into a Global Land
2024
Son, Rackhun, Stacke, Tobias, Gayler, Veronika, Nabel, Julia E. M. S., Schnur, Reiner, Alonso, Lazaro, RequenaMesa, Christian, Winkler, Alexander J., Hantson, Stijn, Zaehle, Sonke, Weber, Ulrich, Carvalhais, Nuno
Leaf Characteristics, Photosynthetically Active Radiation , Leaf Area Index (LAI) , Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Carbonaceous Aerosols, Nitrogen Oxides , Particulates, Hydrogen Cyanide, Emissions, Non-methane Hydrocarbons/Volatile Organic Compounds, Particulate Matter, Fire Occurrence, Nitrogen Oxides , Sulfur Dioxide , Carbon And Hydrocarbon Compounds
Mapping forest cover and change as continuous variables is essential to advance consistency across forest monitoring products
2024
Gutierrez-Velez, Victor Hugo, Rodriguez-Escobar, Jeronimo, Mejia, Angela, Espejo, Javier, Anaya, Jesus A., Blair, Mary E.
Land Use/Land Cover Classification , Terrestrial Ecosystems , Biomass, LIDAR WAVEFORM
Mapping critical soil moisture thresholds of water stress for global
2024
Shi, Lingfeng, Zhou, Yanlian, He, Wei, Dong, Zhoutong, Jiang, Zhuoyou, Wang, Yuyan, Liu, Yibo, Ju, Weimin, Duan, Zheng
Leaf Area Index (LAI) , Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Leaf Characteristics, Photosynthetically Active Radiation , Land Use/Land Cover Classification
Mapping environmental suitability changes for arbovirus mosquitoes in
2024
Hou, Weitao, Zhou, Yuxuan, Luo, Wei, Wang, Lin, Kwan, Mei-Po, Cook, Alex R.
Land Use/Land Cover Classification , Land Surface Temperature , Emissivity
Mapping Extreme Wildfires Using a Critical Threshold in SMAP Soil
2024
Goffin, Benjamin D., Aryal, Aashutosh, Deppert, Quinton, Ross, Kenton W., Lakshmi, Venkataraman
Land Use/Land Cover Classification
mapme.biodiversity: Efficient Monitoring of Global Biodiversity Portfolios
2024
Gorgen, Darius A., Bhandari, Om Prakash
Fire Ecology, Biomass Burning, Wildfires , Fire Occurrence, Burned Area, Terrain Elevation , RADAR IMAGERY, Topographical Relief Maps
Mapping 24 woody plant species phenology and ground forest phenology over China from 1951 to 2020
2024
Zhu, Mengyao, Dai, Junhu, Wang, Huanjiong, Alatalo, Juha M., Liu, Wei, Hao, Yulong, Ge, Quansheng
Land Use/Land Cover Classification , Plant Phenology, Normalized Difference Vegetation Index (NDVI), Plant Phenological Changes, Reflectance , Enhanced Vegetation Index (EVI)
Mapping and assessment of slash-and-burn farming in Palawan, Philippines using various fire and burnt area products
2024
Canlas, Cara Patricia I., Blanco, Ariel C.
Fire Occurrence, Surface Thermal Properties , Land Surface Temperature , THERMAL ANOMALIES