Galaxies and Their Environment at $z \gtrsim 10$ -- I: Primordial Chemical Enrichment, Accretion, Cooling, and Virialization of Gas in Dark Matter Halos
William M. Hicks, Michael L. Norman, Azton I. Wells, and James O., Bordner

TL;DR
This paper uses advanced cosmological simulations with machine learning to study galaxy formation at redshifts greater than 10, revealing details about chemical enrichment, cooling processes, and gas dynamics in early dark matter halos.
Contribution
It introduces StarNet, a machine-learning surrogate model, enabling detailed analysis of primordial galaxy formation and gas processes at high redshift.
Findings
16% of halos are chemically enriched by Population III supernovae by z~12
All halos with central cooling gas are dominated by H2 or metal cooling
Gas virialization is supported by turbulence, not thermal energy
Abstract
Recent observations made using the James Webb Space Telescope have identified a number of high-redshift galaxies that are unexpectedly luminous. In light of this, it is clear that a more detailed understanding of the high redshift, pre-reionization universe is required for us to obtain the complete story of galaxy formation. This study is the first in a series that seeks to tell the story of galaxy formation at using a suite of large-scale adaptive mesh refinement cosmological simulations. Our machine-learning-accelerated surrogate model for Population III star formation and feedback, StarNet, gives us an unprecedented ability to obtain physically accurate, inhomogeneous chemical initial conditions for a statistically significant number of galaxies. We find that of the 12,423 halos in the mass range of that form in our…
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Taxonomy
TopicsAstronomy and Astrophysical Research · Scientific Research and Discoveries · Galaxies: Formation, Evolution, Phenomena
