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

Yu-Ju Lee1,2, Christina E Bonfanti2, Lidia Trailovic2, Brian Etherton3, Mark Govett3 and Jebb Stewart4, (1)University of Colorado at Boulder, 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 Earth System Research Laboratory, Boulder, CO, United States, (4)NOAA Earth System Research Laboratory and Cooperative Institute for Research in the Atmosphere, Boulder, CO, United States