Using Deep Learning for Targeted Data Selection, Improving Satellite Observation Utilization for Model Initialization

Yu-Ju Lee1,2, Christina Kumler3, Lidia Trailovic2, Brian Etherton4, Mark Govett5 and Jebb Stewart6, (1)University of Colorado Boulder, Department of Computer Science, Boulder, CO, United States, (2)NOAA Earth System Research Laboratory and Cooperative Institute for Research in Environmental Sciences, Boulder, CO, United States, (3)NOAA Global Systems Laboratory and Cooperative Institute for Research in Environmental Sciences, Boulder, United States, (4)NOAA Earth System Research Laboratory, Boulder, CO, United States, (5)NOAA, Global Systems Laboratory, Boulder, CO, United States, (6)NOAA Global Systems Laboratory, Boulder, United States