Correcting systematic and state-dependent errors in the NOAA FV3-GFS using neural networks

Tse-Chun Chen1, Stephen Gregory Penny2, Jeffrey Whitaker3, Sergey Frolov3, Robert Pincus4 and Stefan Tulich5, (1)Cooperative Institute for Research in Environmental Sciences, Boulder, CO, United States, (2)NOAA Boulder, Boulder, MD, United States, (3)NOAA PSL, Boulder, United States, (4)Columbia University, Lamont-Doherty Earth Observatory, Palisades, NY, United States, (5)CIRES/University of Colorado, Longmont, CO, United States