P008
Machine Learning for Planetary Science I

Monday, 7 December 2020: 05:30-06:30
Virtual
Primary Convener:  Hannah Rae Kerner, University of Maryland College Park, Geography, College Park, MD, United States
Conveners:  Klaus-Michael Aye, University of Colorado at Boulder, Laboratory for Atmosphere and Space Physics, Boulder, CO, United States, Mario D'Amore, German Aerospace Center DLR Berlin, Berlin, Germany, Jörn Helbert, DLR, Berlin, Germany and Hannah Rae Kerner, University of Maryland, College Park, Geography, College Park, MD, United States
Primary Liaison:  Hannah Rae Kerner, University of Maryland College Park, Geography, College Park, MD, United States
Chairs:  Mario D'Amore, German Aerospace Center DLR Berlin, Berlin, Germany, Hannah Rae Kerner, University of Maryland College Park, Geography, College Park, MD, United States, Abigail Azari, University of Michigan, Climate and Space Sciences and Engineering, Ann Arbor, MI, United States and Klaus-Michael Aye, University of Colorado at Boulder, Laboratory for Atmosphere and Space Physics, Boulder, CO, United States
OSPA Liaison:  Hannah Rae Kerner, University of Maryland College Park, Geography, College Park, MD, United States
05:30
P008-01
Atmospheric Parameters Retrieval Using Machine Learning In Resource Limited Spacecraft Remote Sensing (761056)
Nicolas Gorius1, Thanh Nguyen1, Anthony Mamakos2, Grace Zimmerman3, Thuc Phan1, Dat Tran1, Shahid Aslam4, Valeria Cottini5, Tilak Hewagama4 and George Nehmetallah1, (1)Catholic University of America, Washington, DC, United States, (2)University of California Los Angeles, Los Angeles, United States, (3)University of Central Arkansas, Conway, AR, United States, (4)NASA Goddard Space Flight Center, Greenbelt, MD, United States, (5)Italian Space Agency, Rome, Italy
05:34
P008-02
Automating the Inference of Asteroid Physical Properties and Motion (Invited) (669429)
Ana M Tarano1, Jonathan Gee2, Lorien Wheeler3, Sigrid Close4 and Donovan Mathias3, (1)Stanford University, Stanford, CA, United States, (2)Science and Technology Corporation at NASA Ames, Moffett Field, CA, United States, (3)NASA Ames Research Center, Moffett Field, CA, United States, (4)Stanford University, Aeronautics and Astronautics, Stanford, CA, United States
05:38
P008-04
Identification of Mars Mesospheric Clouds in Mars Climate Sounder Data Using a Machine-learning Algorithm (702432)
Marek Slipski and Armin Kleinboehl, Jet Propulsion Laboratory, Pasadena, CA, United States
05:42
P008-05
Machine Learning Applications to Planetary Magnetospheric Reconnection Signatures (668243)
Tadhg Garton, University of Southampton, Southampton, SO14, United Kingdom, Caitriona Mary Jackman, Dublin Institute for Advanced Studies, Dublin, Ireland, Andrew W Smith, Mullard Space Science Laboratory, Dorking, United Kingdom, Kiley Yeakel, Johns Hopkins University Applied Physics Laboratory, Laurel, MD, United States, Shane Maloney, Trinity College Dublin, Dublin, Ireland and Jon Duane Vandegriff, Johns Hopkins Univ, Laurel, MD, United States
05:46
P008-06
Morphologic Analysis of Eolian Bedforms on Mars using Fully Convolutional Instance Segmentation Networks (704801)
Lior Rubanenko1, Mathieu Gaetan Andre Lapotre2, Joseph Schull1, Lori K Fenton3 and Ryan Ewing4, (1)Stanford University, Stanford, CA, United States, (2)Stanford University, Geological Sciences, Stanford, CA, United States, (3)Carl Sagan Center, SETI Inst., Mountain View, CA, United States, (4)Texas A&M, Department of Geology and Geophysics, College Station, TX, United States
05:50
P008-07
Predicting exoplanet phase curves from climate parameters using neural networks (741610)
Olivia D. N. Alcabes, University of Chicago, Chicago, IL, United States and Dorian S Abbot, The University of Chicago, Chicago, IL, United States
05:54
P008-08
Solar wind proxy determination at Mars using an artificial neural network (Invited) (681401)
Suranga Ruhunusiri, Department of Physics and Astronomy, University of Iowa, Iowa City, IA, United States, Jasper S Halekas, University of Iowa, Department of Physics and Astronomy, Iowa City, IA, United States, Jared R Espley, Goddard Space Flight Center, Greenbelt, MD, United States, Francis Gerard Eparvier, University of Colorado at Boulder, Boulder, CO, United States, David Brain, Laboratory for Atmospheric and Space Physics, University of Colorado Boulder, Boulder, CO, United States, Christian Xavier Mazelle, University Paul Sabatier Toulouse III, Toulouse Cedex 09, France, Yuki Harada, Kyoto University, Kyoto, Japan, Gina A DiBraccio, NASA Goddard Space Flight Center, Greenbelt, MD, United States, Yaxue Dong, University of Colorado at Boulder, Laboratory for Atmospheric and Space Physics, Boulder, CO, United States, Yingjuan Ma, University of California Los Angeles, Los Angeles, CA, United States, Edward Thiemann, Laboratory for Atmospheric and Space Physics, Boulder, CO, United States and David L Mitchell, Space Sciences Laboratory, University of California Berkeley, Berkeley, CA, United States
05:58
Discussion
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