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| Title | Year Sort ascending | Author | Topic | Dataset |
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| Machine learning evaluation of storm-related transmission outage factors and risk | Taylor, William O., Nyame, Sita, Hughes, William, Koukoula, Marika, Yang, Feifei, Cerrai, Diego, Anagnostou, Emmanouil N. | Terrain Elevation, Digital Elevation/Terrain Model (DEM), Topographical Relief Maps | ||
| Machine learning for activity-based road transportation emissions estimation | Rollend, Derek, Foster, Kevin, Kott, Tomek M., Mocharla, Rohita, Munoz, Rai, Fendley, Neil, Ashcraft, Chace, Willard, Frank, Reilly, Elizabeth P., Hughes, Marisa | Fossil Fuel Burning, Atmospheric Carbon Dioxide | ||
| Machine learning for prediction of daily sea surface dimethylsulfide concentration and emission flux over the North Atlantic Ocean (19982021) | Mansour, Karam, Decesari, Stefano, Ceburnis, Darius, Ovadnevaite, Jurgita, Rinaldi, Matteo | Ocean Chemistry, Ocean Optics, Ocean Temperature, Salinity/Density | ||
| Machine Learning Model-Based Estimation of XCO2 with High Spatiotemporal | He, Sicong, Yuan, Yanbin, Wang, Zihui, Luo, Lan, Zhang, Zili, Dong, Heng, Zhang, Chengfang | Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI) | ||
| Machine learning-based prediction of sand and dust storm sources in arid | Wang, Wei, Samat, Alim, Abuduwaili, Jilili, De Maeyer, Philippe, Van de Voorde, Tim | Land Use/Land Cover Classification | ||
| Machine learning-based spatial data development for optimizing | Sakti, Anjar Dimara, Zakiar, Muhammad Rizky, Santoso, Cokro, Windasari, Nila Armelia, Jaelani, Anton Timur, Damayanti, Seny, Anggraini, Tania Septi, Putri, Anissa Dicky, Hudalah, Delik, Deliar, Albertus | Aerosol Optical Depth/Thickness | ||
| Machine-learning-based investigation of the variables affecting summertime lightning occurrence over the Southern Great Plains | Shan, Siyu, Allen, Dale, Li, Zhanqing, Pickering, Kenneth, Lapierre, Jeff | 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), Geopotential Height, Altitude, Surface 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, Skin Temperature |
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| Machine-learning-based nowcasting of the Vogelsberg deep-seated landslide: why predicting slow deformation is not so easy | van Natijne, Adriaan L., Bogaard, Thom A., Zieher, Thomas, Pfeiffer, Jan, Lindenbergh, Roderik C. | Precipitation, Precipitation Amount, Precipitation Rate, Snow, Rain, Surface Soil Moisture | ||
| Macrogenetics reveals multifaceted influences of environmental variation on vertebrate population genetic diversity across the Americas | Lawrence, Elizabeth R., Pedersen, Eric J., Fraser, Dylan J. | Carbon, Food Security | ||
| Macroscale altimetry-based estimation and analyses of wave power: A foundation of wave energy development over Canada | Dong, Cong, Huang, Guohe, Cheng, Guanhui, Cai, Yanpeng, Chen, Cong | Sea Ice Concentration, Snow Cover | ||
| MAGARA: A Multi-Angle Geostationary Aerosol Retrieval Algorithm | Limbacher, James A., Kahn, Ralph A., Friberg, Mariel D., Lee, Jaehwa, Summers, Tyler, Zhang, Hai | Reflectance | ||
| Magma accumulation underneath Laacher See volcano from detrital zircon in modern streams | Schmitt, Fabian H., Schmitt, Axel K., Gerdes, Axel, Harvey, Janet C. | Terrain Elevation, Digital Elevation/Terrain Model (DEM), Topographical Relief Maps | ||
| Magnitude and timing of transient incision resulting from largescale drainage capture, Sutlej River, Northwest Himalaya | Penserini, Brian D., Morell, Kristin D., Codilean, Alexandru T., Fulop, RekaH., Wilcken, Klaus M., Yanites, Brian J., Kumar, Anil, Fan, Suoya, Mearce, Trevor | Terrain Elevation, Digital Elevation/Terrain Model (DEM), Topographical Relief Maps | ||
| Longer simulation time step of the tracer-aided hydrological model estimates lower contribution of slow runoff components | Nan, Yi, Tian, Fuqiang, Li, Zongxing, Gui, Juan | Leaf Area Index (LAI), Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI) | ||
| Longitudinal associations between ambient air pollution and angiogenic biomarkers among pregnant women in the LIFECODES Study, 20062008 | Zheng, Yi, McElrath, Thomas, Cantonwine, David, Hu, Hui | Total Ozone, Nitrogen Dioxide, Particulate Matter, Particulates |
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| LongTerm Exposure to Ambient PM2.5 and Hospitalizations for Myocardial Infarction Among US Residents: A DifferenceinDifferences Analysis | Wang, Yichen, Qiu, Xinye, Wei, Yaguang, Schwartz, Joel D. | Particulate Matter, Particulates, Nitrogen Dioxide | ||
| Longterm observations of levoglucosan in Arctic aerosols reveal its biomass burning source and implication on radiative forcing | Chen, Afeng, Xie, Zhouqing, Zhan, Haicong, Jiang, Bei, Zhang, Aoxing, Liu, Hongwei, Hu, Chengge, Wu, Xudong, Yue, Fange, Xu, Li | 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 | ||
| Low-intensity fires mitigate the risk of high-intensity wildfires in California's forests | Wu, Xiao, Sverdrup, Erik, Mastrandrea, Michael D., Wara, Michael W., Wager, Stefan | Maximum/Minimum Temperature, 24 Hour Precipitation Amount, Snow Water Equivalent, Vapor Pressure, Shortwave Radiation | ||
| Lower Atmospheric Sources of Observed Thermosphere Medium Scale Traveling Atmospheric Disturbances Over Alaska During the 20122013 Winter Months | Kumari, Komal, Bossert, Katrina, Conde, Mark, Frissell, Nathaniel | Atmospheric Ozone, Sea Level Pressure, Surface Pressure, Pressure Thickness, U/V Wind Components, U/V Wind Components, Potential Vorticity, Vertical Wind Velocity/Speed, Vertical Profiles, Upper Air Temperature, Air Temperature, Relative Humidity, Specific Humidity, Atmospheric Water Vapor, Cloud Liquid Water/Ice, Cloud Fraction, Altitude, Geopotential Height, Ozone Profiles | ||
| Mapping Industrial Influences on Earth's Ecology | Watson, James E.M., Ellis, Erle C., Pillay, Rajeev, Williams, Brooke A., Venter, Oscar | Population Size | ||
| Mapping long-term spatial impact of ENSO on hydroclimatic variables in | Yang, Pengfei, Fok, Hok Sum, Ma, Zhongtian | Evapotranspiration, Latent Heat Flux, Total Surface Precipitation Rate |
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| Mapping Mangrove Above-Ground Carbon Using Multi-Source Remote Sensing Data and Machine Learning Approach in Loh Buaya, Komodo National Park, Indonesia | Rijal, Seftiawan Samsu, Pham, Tien Dat, NoerAulia, Salma, Putera, Muhammad Ikbal, Saintilan, Neil | Coastal, Biomass, Wetlands, Canopy Characteristics | ||
| Mapping methane reduction potential of tidal wetland restoration in the United States | Holmquist, James R., Eagle, Meagan, Molinari, Rebecca Lee, Nick, Sydney K., Stachowicz, Liana C., Kroeger, Kevin D. | Intertidal Zone, Wetlands, Sea Level Rise, Tidal Height, Coastal Elevation, Carbon Sequestration, Wetlands | ||
| Mapping Multi-decadal Mangrove Forest Change in the Philippines: Vegetation Extent and Impacts of Anthropogenic and Climate-Related Factors | Baloloy, Alvin B., Martinez, Kayziel P., Blanco, Ariel C., Neri, Margaux Elijah P., Di V. Ticman, Kristina, Burgos, Diana Faith, Principe, Jeark A., Reyes, Rosalie B., Salmo, Severino G., Nadaoka, Kazuo | Coastal, Biomass, Wetlands, Canopy Characteristics, Total Surface Precipitation Rate | ||
| Mapping high-resolution forest aboveground biomass of China using multisource remote sensing data | Yang, Qiuli, Niu, Chunyue, Liu, Xiaoqiang, Feng, Yuhao, Ma, Qin, Wang, Xuejing, Tang, Hao, Guo, Qinghua | Photosynthesis, Primary Production, Vegetation Productivity |