Quantifying the intrinsic variability due to randomness of the Auriga galaxy formation model
arXiv:2507.13440 · doi:10.1093/mnras/staf1542
Abstract
Numerical simulations have become an indispensable tool in astrophysics. To interpret their results, it is critical to understand their intrinsic variability, that is, how much the results change with numerical noise or inherent stochasticity of the physics model. We present a set of seven realisations of high-resolution cosmological zoom-in simulations of a Milky Way-like galaxy with the Auriga galaxy formation model. All realisations share the same initial conditions and code parameters, but draw different random numbers for the inherently stochastic parts of the model. We show that global galaxy properties at , including stellar mass, star formation history, masses of stellar bulge and stellar disc, the radius and height of the stellar disk change by less than between the different realisations, and that magnetic field structures in the disc and the halo are very similar. In contrast, the star formation rate today can vary by a factor of two and the internal morphological structure of the stellar disc can change. The time and orbit of satellite galaxies and their galaxy properties when falling into the main halo are again very similar, but their orbits start to deviate after first pericenter passage. Finally, we show that changing the mass resolution of all matter components by a factor of in the Auriga model changes galaxy properties significantly more than the intrinsic variability of the model, and that these changes are systematic. This limits detailed comparisons between simulations at different numerical resolutions.
14 pages, 12 figures, accepted by MNRAS
References in corpus (10)
- The EAGLE project: Simulating the evolution and assembly of galaxies and their environments
- Properties of galaxies reproduced by a hydrodynamic simulation
- Simba: Cosmological Simulations with Black Hole Growth and Feedback
- The Auriga Project: the properties and formation mechanisms of disc galaxies across cosmic time
- The MillenniumTNG Project: The hydrodynamical full physics simulation and a first look at its galaxy clusters
- Hydrodynamical simulations of the galaxy population: enduring successes and outstanding challenges
- The Pandora project. I: the impact of radiation and cosmic rays on baryonic and dark matter properties of dwarf galaxies
- VINTERGATAN-GM: The cosmological imprints of early mergers on Milky-Way-mass galaxies
- The impact of magnetic fields on cosmological galaxy mergers -- II. Modified angular momentum transport and feedback
- Auriga Streams I: disrupting satellites surrounding Milky Way-mass haloes at multiple resolutions
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- Validating the CROCODILE model within the AGORA galaxy simulation framework
- EDGE-INFERNO: How chemical enrichment assumptions impact the individual stars of a simulated ultra-faint dwarf galaxy