Forecast Aware Model-Driven Deep Learning Bias Correction for Improved Operational Air Quality Forecasting
Forecast Aware Model-Driven Deep Learning Bias Correction for Improved Operational Air Quality Forecasting
Sophia Hamer1, Jennifer A. Sleeman2, Ivanka Stajner3, Milton Halem1, Christoph Keller4, Raffaele Montuoro5, Kai Wang6, Jian-Ping Huang7, Ho-Chun Huang8, David Allured9, James M Wilczak10, Irina Djalalova11, Jeffrey McQueen12, Barry Baker13 and Vladimir Krasnopolsky14, (1)University of Maryland Baltimore County, Computer Science, Baltimore, MD, United States, (2)University of Maryland Baltimore County, Computer Science, Baltimore, United States, (3)NOAA National Weather Service, Boulder, MD, United States, (4)Morgan State University, Baltimore, United States, (5)CIRES, University of Colorado Boulder, NOAA/NWS/NCEP/EMC, Boulder, MD, United States, (6)NOAA/NWS/NCEP/EMC, College Park, United States, (7)IMSG, College Park, MD, United States, (8)UMD/ESSIC at NOAA/NESDIS/STAR, College Park, MD, United States, (9)CIRES and NOAA/OAR/ESRL, Boulder, United States, (10)NOAA/OAR/PSL, Boulder, CO, United States, (11)NOAA, Earth System Research Laboratory, Boulder, United States, (12)NOAA/NWS/NCEP/EMC, College Park, MD, United States, (13)NOAA Air Resources Laboratory, Chemical Modeling and Emissions Group, College Park, United States, (14)Environmental Modeling Center, College Park, MD, United States