Optimization and Quality Assessment of Baryon Pasting for Intracluster Gas using the Borg Cube Simulation
arXiv:2306.13807 · doi:10.21105/astro.2306.13807
Abstract
Synthetic datasets generated from large-volume gravity-only simulations are an important tool in the calibration of cosmological analyses. Their creation often requires accurate inference of baryonic observables from the dark matter field. We explore the effectiveness of a baryon pasting algorithm in providing precise estimations of three-dimensional gas thermodynamic properties based on gravity-only simulations. We use the Borg Cube, a pair of simulations originating from identical initial conditions, with one run evolved as a gravity-only simulation, and the other incorporating non-radiative hydrodynamics. Matching halos in both simulations enables comparisons of gas properties on an individual halo basis. This comparative analysis allows us to fit for the model parameters that yield the closest agreement between the gas properties in both runs. To capture the redshift evolution of these parameters, we perform the analysis at five distinct redshift steps, spanning from to . We find that the investigated algorithm, utilizing information solely from the gravity-only simulation, achieves few-percent accuracy in reproducing the median intracluster gas pressure and density, albeit with a scatter of approximately 20%, for cluster-scale objects up to . We measure the scaling relation between integrated Compton parameter and cluster mass (), and find that the imprecision of baryon pasting adds less than 5% to the intrinsic scatter measured in the hydrodynamic simulation. We provide best-fitting values and their redshift evolution, and discuss future investigations that will be undertaken to extend this work.
arXiv comment14 pages, 8 figures, 3 tables; accepted in the Open Journal of Astrophysics
References in corpus (12)
- SciPy 1.0--Fundamental Algorithms for Scientific Computing in Python
- Toward a halo mass function for precision cosmology: the limits of universality
- The Atacama Cosmology Telescope: The Receiver and Instrumentation
- Simulations of the Microwave Sky
- Quantifying baryon effects on the matter power spectrum and the weak lensing shear correlation
- The MUSIC of Galaxy Clusters I: Baryon properties and Scaling Relations of the thermal Sunyaev-Zel'dovich Effect
- The Websky Extragalactic CMB Simulations
- Comparing Masses in Literature (CoMaLit)-I. Bias and scatter in weak lensing and X-ray mass estimates of clusters
- Painting with baryons: augmenting N-body simulations with gas using deep generative models
- The CAMELS project: public data release
- CoMaLit - II. The scaling relation between mass and Sunyaev-Zel'dovich signal for Planck selected galaxy clusters
- Understanding the relation between thermal Sunyaev-Zeldovich decrement and halo mass using the SIMBA and TNG simulations