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A Deep Learning Approach to Increase the Value of Satellite Data for PM2.5 Monitoring in China Li, Bo, Liu, Cheng, Hu, Qihou, Sun, Mingzhai, Zhang, Chengxin, Zhu, Yizhi, Liu, Ting, Guo, Yike, Carmichael, Gregory R., Gao, Meng Aerosol Backscatter, Aerosol Extinction, Aerosol Optical Depth/Thickness, Angstrom Exponent, Aerosol Particle Properties, Aerosol Radiance, Carbonaceous Aerosols, Cloud Condensation Nuclei, Dust/Ash/Smoke, Nitrate Particles, Organic Particles, Particulate Matter, Sulfate Particles, Optical Depth/Thickness, Radiative Flux, Reflectance
A Deep Learning Data Fusion Model using Sentinel-1/2, SoilGrids, SMAP-USDA, and GLDAS for Soil Moisture Retrieval Batchu, Vishal, Nearing, Grey, Gulshan, Varun Terrain Elevation, RADAR IMAGERY, Topographical Relief Maps, Soil Moisture/Water Content, Soil Temperature
A deep learning model for reconstructing centenary water storage changes in the Yangtze River Basin Wang, Jielong, Shen, Yunzhong, Awange, Joseph L., Yang, Ling 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
A Deep Learning-Based Approach to Predict Large-Scale Dynamics of Sun, Ying, Lao, Dazhao, Ruan, Yongjian, Huang, Chen, Xin, Qinchuan Reflectance, Plant Phenology, Enhanced Vegetation Index (EVI)
A deep transfer learning framework for mapping high spatiotemporal resolution LAI Zhou, Junxiong, Yang, Qi, Liu, Licheng, Kang, Yanghui, Jia, Xiaowei, Chen, Min, Ghosh, Rahul, Xu, Shaomin, Jiang, Chongya, Guan, Kaiyu, Kumar, Vipin, Jin, Zhenong Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Leaf Area Index (LAI), Leaf Characteristics, Photosynthetically Active Radiation, Reflectance, Anisotropy, Land Use/Land Cover Classification
A global forest burn severity dataset from Landsat imagery (20032016) He, Kang, Shen, Xinyi, Anagnostou, Emmanouil N. Land Use/Land Cover Classification
A global meta-analysis of coal mining studies provides insights into the hydrologic cycle at watershed scale Yang, Jiahui, Wei, Huaixin, Quan, Zelin, Xu, Rui, Wang, Zhaohui, He, Hailong Carbon, Cation Exchange Capacity, Organic Matter
A global model of hourly space heating and cooling demand at multiple spatial scales Staffell, Iain, Pfenninger, Stefan, Johnson, Nathan Population Density
A global satellite observation of phytoplankton taxonomic groups over the past two decades Li, Zhenghao, Sun, Deyong, Wang, Shengqiang, Huan, Yu, Zhang, Hailong, Liu, Jianqiang, He, Yijun Ocean Chemistry, Ocean Optics, Ocean Temperature, Salinity/Density
A Global Survey of Rotating Convective Updrafts in the GFDL X-SHiELD Harris, Lucas, Zhou, Linjiong, Kaltenbaugh, Alex, Clark, Spencer, Cheng, KaiYuan, Bretherton, Chris Precipitation, Precipitation Amount, Precipitation Rate, Snow, Rain
A global topography-and hydrography-based floodability index for the downscaling, analysis, and data-fusion of surface water Nguyen, Thu-Hang, Aires, Filipe Discharge/Flow, Inundation, Stage Height
An optimized semi-empirical physical approach for satellite-based PM retrieval: embedding machine learning to simulate complex physical parameters Jin, Caiyi, Yuan, Qiangqiang, Li, Tongwen, Wang, Yuan, Zhang, Liangpei Aerosol Optical Depth/Thickness
An ultrahigh-resolution E3SM land model simulation framework and its Yuan, Fengming, Wang, Dali, Kao, Shih-Chieh, Thornton, Michele, Ricciuto, Daniel, Salmon, Verity, Iversen, Colleen, Schwartz, Peter, Thornton, Peter 3 And 6 Hour Precipitation Amount, Shortwave Radiation, Humidity, Longwave Radiation, Wind Speed, Maximum/Minimum Temperature
An Inventory of AI-ready Benchmark Data for US Fires, Heatwaves, and Droughts Lin, Xinming, Hou, Zhangshuan Fire Occurrence, Surface Thermal Properties, Land Surface Temperature, THERMAL ANOMALIES, Maximum/Minimum Temperature, 24 Hour Precipitation Amount, Snow Water Equivalent, Vapor Pressure, Shortwave Radiation
An inversion model based on GEOS-Chem for estimating global and China's terrestrial carbon fluxes in 2019 Wu, Chong-Yuan, Zhang, Xiao-Ye, Guo, Li-Feng, Zhong, Jun-Ting, Wang, De-Ying, Miao, Chang-Hong, Gao, Xiang, Zhang, Xi-Liang Land Use/Land Cover Classification
An iterative optimization scheme to accommodate inequality constraints in air quality geostatistical estimation of multivariate PM Beauchamp, Maxime, Bessagnet, Bertrand Particulate Matter, Particulates
An observation-based method to assess tropical stratocumulus and shallow cumulus clouds and feedbacks in CMIP6 and CMIP5 models Cesana, G V, Ackerman, A S, Crnivec, N, Pincus, R, Chepfer, H Atmospheric Ozone, Sea Level Pressure, Surface Pressure, 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, Altitude, Geopotential Height, Ozone Profiles
An observation-based, reduced-form model for oxidation in the remote marine troposphere Baublitz, Colleen B., Fiore, Arlene M., Ludwig, Sarah M., Nicely, Julie M., Wolfe, Glenn M., Murray, Lee T., Commane, Roisin, Prather, Michael J., Anderson, Daniel C., Correa, Gustavo, Duncan, Bryan N., Follette-Cook, Melanie, Westervelt, Daniel M., Bourgeois, Ilann, Brune, William H., Bui, T. Paul, DiGangi, Joshua P., Diskin, Glenn S., Hall, Samuel R., McKain, Kathryn, Miller, David O., Peischl, Jeff, Thames, Alexander B., Thompson, Chelsea R., Ullmann, Kirk, Wofsy, Steven C. Atmospheric Carbon Monoxide, Carbonaceous Aerosols, Air Quality, Trace Gases/Trace Species, Non-methane Hydrocarbons/Volatile Organic Compounds, Industrial Emissions, Fossil Fuel Burning, Biomass Burning, Atmospheric Carbon Dioxide, Sulfur Compounds, Halocarbons And Halogens, Atmospheric Ozone, Altitude, Nitrogen Dioxide, Nitric Oxide, Nitrogen Oxides, Nitrogen Oxides
An Observational Analysis of the Relationship between Tropical Cyclone Vortex Tilt, Precipitation Structure, and Intensity Change Fischer, Michael S., Rogers, Robert F., Reasor, Paul D., Dunion, Jason P. Precipitation, Brightness Temperature
An Observational Constraint of VOC Emissions for Air Quality Modeling Study in the Pearl River Delta Region Zhou, Beining, Guo, Hai, Zeren, Yangzong, Wang, Yu, Lyu, Xiaopu, Wang, Boguang, Wang, Hongli Land Use/Land Cover Classification
An observing system experiment framework for the tropical Indian Ocean salinity: A case study using a constellation of three satellites Ratheesh, Smitha, Agarwal, Neeraj, Sharma, Rashmi Discharge/Flow, Salinity, Salinity, Surface Winds
An Ocean Acoustic Modeling Based on the Physical Parameters Clustering of the Arctic Ice Floes: Applied to the Study of Acoustic Field Response as Ice Floes ... Lu, Can, Xu, Jian, Zhang, Xuefeng, Wang, Zichen, Jin, Kangkang Freeboard, Ice Depth/Thickness, Ice Roughness, Sea Ice Concentration, Snow Density, Snow Depth
An evaluation of IMERG and ERA5 quantitative precipitation estimates over the Southern Ocean using shipborne observations Montoya Duque, E., Huang, Y., May, P. T., Siems, S. T. Precipitation, Precipitation Amount, Precipitation Rate, Snow, Rain
An evaluation of the landscape structure and La Nin & SIM;a climatic Walsh, Michael G., Webb, Cameron, Brookes, Victoria Surface Pressure, Heat Flux, Longwave Radiation, Shortwave Radiation, Air Temperature, Specific Humidity, Evapotranspiration, Wind Speed, Rain, Snow, Soil Moisture/Water Content, Soil Temperature, Land Surface Temperature, Snow Cover, Snow Depth, Snow Water Equivalent, Runoff
An evaluation of the LLC4320 global-ocean simulation based on the submesoscale structure of modeled sea surface temperature fields Gallmeier, Katharina, Prochaska, J. Xavier, Cornillon, Peter, Menemenlis, Dimitris, Kelm, Madolyn Sea Surface Skin Temperature
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