Search Results for author: Abigail Petulante

Found 1 papers, 0 papers with code

Machine Learning the Fates of Dark Matter Subhalos: A Fuzzy Crystal Ball

no code implementations11 Aug 2020 Abigail Petulante, Andreas A. Berlind, J. Kelly Holley-Bockelmann, Manodeep Sinha

The evolution of a dark matter halo in a dark matter only simulation is governed purely byNewtonian gravity, making a clean testbed to determine what halo properties drive its fate. Using machine learning, we predict the survival, mass loss, final position, and merging time of subhalos within a cosmological N-body simulation, focusing on what instantaneous initial features of the halo, interaction, and environment matter most.

Astrophysics of Galaxies

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