Uncertainty Quantification of Satellite-based Essential Climate Variables Derived from Deep Learning: Examples of Snow Cover and Terrestrial Water Storage
Junyang Gou1, Arnt-Børre Alberg2, Mostafa Kiani Shahvandi1, Mohammad J. Tourian3, Ulrich Meyer4, Eva Boergens5, Isabella Velicogna6,7, Anders U. Waldeland2, Adrian Jaeggi4, Konrad Schindler1, Benedikt Soja1 and Fredrik Dahl2, (1)Institute of Geodesy and Photogrammetry, ETH Zurich, Zurich, Switzerland, (2)Norwegian Computing Center, Oslo, Norway, (3)Institute of Geodesy, University of Stuttgart, Stuttgart, Germany, (4)Astronomical Institute, University of Bern, Bern, Switzerland, (5)GFZ Helmholtz Centre for Geosciences, Potsdam, Germany, (6)Department of Earth System Science, University of California Irvine, Irvine, United States, (7)NASA Jet Propulsion Laboratory, Pasadena, CA, United States