Constructing a Machine Learned Global Geomagnetic Field Prediction Model from Magnetic Local Time Dependent Multi-Layer Perceptron Neural Networks

Matthew Blandin1,2, Hyunju Connor3, Sai Gowtam Valluri4, Dogacan Su Ozturk2, Amy M Keesee5, Victor A Pinto6, Mdshaad Mahmud7 and Chigomezyo Ngwira8, (1)Geophysical Institute Fairbanks, Fairbanks, AK, United States, (2)University of Alaska Fairbanks, Fairbanks, United States, (3)NASA Goddard Space Flight Center, Greenbelt, United States, (4)Geophysical Institute, University of Alaska Fairbanks, Fairbanks, AK, United States, (5)University of New Hampshire, Physics and Space Science Center, Durham, NH, United States, (6)University of New Hampshire Main Campus, Institute for the Study of Earth, Oceans, and Space, Durham, United States, (7)University of New Hampshire, Department of Electrical and Computer Engineering, Durham, United States, (8)ASTRA LLC, Science, Louisville, CO, United States