Non-Linear Dimensionality Reduction with a Variational Encoder Decoder to Understand Convective Processes in Climate Models
Gunnar Behrens1,2, Tom Beucler3, Pierre Gentine4,5, Fernando Iglesias-Suarez1, Mike S Pritchard6 and Veronika Eyring1,7, (1)German Aerospace Center DLR Oberpfaffenhofen, Institute of Atmospheric Physics, Oberpfaffenhofen, Germany, (2)Columbia University, Earth and Environmental Engineering, New York City, United States, (3)University of Lausanne, Institute of Earth Surface Dynamics, Lausanne, Switzerland, (4)Columbia University, Department of Earth and Environmental Engineering, New York, NY, United States, (5)Columbia University, Earth Institute, New York, United States, (6)University California Irvine, Earth System Science, Irvine, United States, (7)University of Bremen, Institute of Environmental Physics, Bremen, Germany