Corpus ID: 226289989

Deep Potential: Recovering the gravitational potential from a snapshot of phase space

  title={Deep Potential: Recovering the gravitational potential from a snapshot of phase space},
  author={Gregory M. Green and Yuan-Sen Ting},
  journal={arXiv: Astrophysics of Galaxies},
One of the major goals of the field of Milky Way dynamics is to recover the gravitational potential field. Mapping the potential would allow us to determine the spatial distribution of matter - both baryonic and dark - throughout the Galaxy. We present a novel method for determining the gravitational field from a snapshot of the phase-space positions of stars, based only on minimal physical assumptions. We first train a normalizing flow on a sample of observed phase-space positions, obtaining a… Expand

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