GH4*: Machine Learning Techniques for Near Earth Space Science
Fri, 12 Jan, 13:10 - 15:10 MST (UTC -7)
Location: Room 200
Session Type: Lecture
Session Co-Chairs: Vijay Harid, UC Denver and Xiangning Chu, Laboratory for Atmospheric and Space Physics, University of Colorado Boulder, Boulder, Colorado, USA
Track: Special Sessions
Click the to view the manuscript on IEEE Xplore Open Preview
Fri, 12 Jan, 13:10 - 13:30 MST (UTC -7)

GH4*.1: Space Weather modeling at the University of Colorado Deep Learning Laboratory
Enrico Camporeale, A. Hu, G. Lucas, J. Knuth, T. Berger, University of Colorado, United States
Fri, 12 Jan, 13:30 - 13:50 MST (UTC -7)

GH4*.2: Global Electron Precipitation Driven by Whistler Mode Waves Using a Combination of Deep Learning and Physics-based Models
Sheng Huang, Wen Li, Qianli Ma, Xiao-Chen Shen, Luisa Capannolo, Boston University, United States; Xiangning Chu, University of Colorado Boulder, United States
Fri, 12 Jan, 13:50 - 14:10 MST (UTC -7)

GH4*.3: Distribution and evolution of chorus waves modeled by a neural network: the importance of imbalanced regression

Xiangning Chu, Laboratory for Atmospheric and Space Physics, University of Colorado Boulder, Boulder, Colorado, USA, United States; Jacob Bortnik, Department of Atmospheric and Oceanic Sciences, University of California, Los Angeles, California, USA, United States; Wen Li, Xiao-Chen Shen, Qianli Ma, Center for Space Physics, Boston University, Boston, Massachusetts, USA, United States; Donglai Ma, Department of Atmospheric and Oceanic Sciences, University of California, Los Angeles, California, USA, United States; David Malaspina, Laboratory for Atmospheric and Space Physics, University of Colorado Boulder, Boulder, Colorado, USA, United States; Sheng Huang, Center for Space Physics, Boston University, Boston, Massachusetts, USA, United States
Fri, 12 Jan, 14:10 - 14:30 MST (UTC -7)

GH4*.4: Forecasting Global VTEC data from VISTA with High Spatial and Temporal Resolution Using Transformer-Based Deep Learning Model
Srivani Inturi, Mark Golkowski, University of Colorado Denver, United States
Fri, 12 Jan, 14:30 - 14:50 MST (UTC -7)

GH4*.5: The Response of Ionospheric Currents to External Drivers Investigated Using a Neural Network-Based Model
Xin Cao, Xiangning Chu, University of Colorado Boulder, United States; Jacob Bortnik, James Weygand, Jinxing Li, Homayon Aryan, Donglai Ma, UCLA, United States
Fri, 12 Jan, 14:50 - 15:10 MST (UTC -7)

GH4*.6: Neural Network-based classification of polar cap and auroral scintillations in high latitude regions as a function of geomagnetic activity
Kshitija Deshpande, Embry Riddle Aeronautical University, United States; Ishaan Dey, Nicolas Gachancipa, Chintan Thakrar, ERAU, United States