2 papers
cs.LG2020
Spacecraft Collision Avoidance Challenge: design and results of a machine learning competition
Thomas Uriot, Dario Izzo, Luís F. Sim{õ}es +7
Spacecraft collision avoidance procedures have become an essential part of satellite operations. Complex and constantly updated estimates of the collision risk between orbiting obj…
physics.space-ph2019
Two-Line Element Estimation Using Machine Learning
Rasit Abay, Sudantha Balage, Melrose Brown +1
Two-line elements are widely used for space operations to predict the orbit with a moderate accuracy for 2-3 days. Local optimization methods, such as the nonlinear least squares m…