Leiden University | Netherlands Research School for Astronomy (NOVA) | 2020 Feb 12
Using a supercomputer, the researchers integrated the orbits of the sun and its planets forward in time for 10.000 years. After that, they traced the orbits back in time while launching asteroids from the earth's surface. During the backwards calculation, they included the asteroids in the simulations in order to study their orbital distributions at today's date. In this way, they acquired a database of hypothetical asteroids for which the researchers knew that they would land on the earth's surface
Astronomer and simulation expert Simon Portegies Zwart (Leiden University) explains: "If you rewind the clock, you will see the well-known asteroids land again on earth. This way you can make a library of the orbits of asteroids that landed on earth." The library of asteroids then served as training material for the neural network. ...
Identifying Earth-Impacting Asteroids Using an Artificial Neural Network ~ John D. Hefele et al