DOE OSTI · 1853900
A Machine Learns to Predict the Stability of Highly Diverse Multi-planetary Systems [Slides]
Abstract
We’ve discovered over 4,000 exoplanets in more than 500 systems. Why do none of these systems resemble our Solar System? How do planetary systems organize themselves? How do planets’ orbits evolve over time? What causes orbital instability? What are indicators of instability? Evolution of high multiplicity planetary systems is an analytically unsolved problem. Assessing the stability of these systems is usually done through computationally expensive N-body simulations. The report provides further details about the author's research, methods and conclusions.
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Smullen, Rachel Ann, Ayyalapu, Neha. 2022-03-03. A Machine Learns to Predict the Stability of Highly Diverse Multi-planetary Systems [Slides]. https://doi.org/10.2172/1853900
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