Probabilistic model for dynamic galaxy decomposition

TL;DR

This paper introduces probabilistic dynamical models for galaxy decomposition using the IllustrisTNG simulation, distinguishing galaxy components and comparing results with observations to improve understanding of galactic structure.

Contribution

It presents two novel dynamical models for galaxy decomposition that effectively differentiate galaxy components and align with observational data.

Findings

Models agree with observed galaxy fractions for high stellar masses

Bulge properties match real galaxy measurements

Disc sizes are smaller, consistent with known simulation limitations

Abstract

In the era of precision cosmology and ever-improving cosmological simulations, a better understanding of different galaxy components such as bulges and discs will give us new insight into galactic formation and evolution. Based on the fact that the stellar populations of the constituent components of galaxies differ by their dynamical properties, we develop two simple models for galaxy decomposition using the IllustrisTNG cosmological hydrodynamical simulation. The first model uses a single dynamical parameter and can distinguish 4 components: thin disc, thick disc, counter-rotating disc and bulge. The second model uses one more dynamical parameter, was defined in a probabilistic manner, and distinguishes two components: bulge and disc. The number fraction of disc-dominated galaxies at a given stellar mass obtained by our models agrees well with observations for masses exceeding $ \log_{10}(M_*/M_\odot)=10$. S\'ersic indices and half-mass radii for the bulge components agree well with those for real galaxies. The mode of the distribution of S\'ersic indices for the disc components is at the expected value of $n=1$. However, disc half-mass radii are smaller than those for real galaxies, in accordance with previous findings that the IllustrisTNG simulation produces undersized discs.