Illustrating galaxy-halo connection in the DESI era with IllustrisTNG
arXiv:2202.12911 · doi:10.1093/mnras/stac830
Abstract
We employ the hydrodynamical simulation IllustrisTNG to inform the galaxy-halo connection of the Luminous Red Galaxy (LRG) and Emission Line Galaxy (ELG) samples of the Dark Energy Spectroscopic Instrument (DESI) survey at redshift z ~ 0.8. Specifically, we model the galaxy colors of IllustrisTNG and apply sliding DESI color-magnitude cuts, matching the DESI target densities. We study the halo occupation distribution model (HOD) of the selected samples by matching them to their corresponding dark matter halos in the IllustrisTNG dark matter run. We find the HOD of both the LRG and ELG samples to be consistent with their respective baseline models, but also we find important deviations from common assumptions about the satellite distribution, velocity bias, and galaxy secondary biases. We identify strong evidence for concentration-based and environment-based occupational variance in both samples, an effect known as "galaxy assembly bias". The central and satellite galaxies have distinct dependencies on secondary halo properties, showing that centrals and satellites have distinct evolutionary trajectories and should be modelled separately. These results serve to inform the necessary complexities in modeling galaxy-halo connection for DESI analyses and also prepare for building high-fidelity mock galaxies. Finally, we present a shuffling-based clustering analysis that reveals a 10-15% excess in the LRG clustering of modest statistical significance due to secondary galaxy biases. We also find a similar excess signature for the ELGs, but with much lower statistical significance. When a larger hydrodynamical simulation volume becomes available, we expect our analysis pipeline to pinpoint the exact sources of such excess clustering signatures.
Accepted to MNRAS, comments welcome
References in corpus (20)
- The EAGLE project: Simulating the evolution and assembly of galaxies and their environments
- Properties of galaxies reproduced by a hydrodynamic simulation
- The DESI Experiment Part I: Science,Targeting, and Survey Design
- Galaxy Evolution from Halo Occupation Distribution Modeling of DEEP2 and SDSS Galaxy Clustering
- Rotation-Dependent Catastrophic Disruption of Gravitational Aggregates
- Assembly bias in the clustering of dark matter haloes
- Evolutionary stellar population synthesis with MILES - II. Scaled-solar and α-enhanced models
- Halo assembly bias and its effects on galaxy clustering
- The growth of dark matter halos: evidence for significant smooth accretion
- Environmental Dependence of Dark Matter Halo Growth I: Halo Merger Rates
- Velocity Bias from the Small Scale Clustering of SDSS-III BOSS Galaxies
- AbacusHOD: A highly efficient extended multi-tracer HOD framework and its application to BOSS and eBOSS data
- The Completed SDSS-IV extended Baryon Oscillation Spectroscopic Survey: exploring the Halo Occupation Distribution model for Emission Line Galaxies
- The 0.1<z<1.65 evolution of the bright end of the [OII] luminosity function
- Preliminary Target Selection for the DESI Luminous Red Galaxy (LRG) Sample
- The host dark matter halos of [OII] emitters at 0.5< z< 1.5
- Evidence for galaxy assembly bias in BOSS CMASS redshift-space galaxy correlation function
- The galaxy-halo connection of emission-line galaxies in IllustrisTNG
- Preliminary Target Selection for the DESI Emission Line Galaxy (ELG) Sample
- Modeling the galaxy-halo connection with machine learning
Cited by in corpus (23)
- Stringent constraints from small-scale galaxy clustering using a hybrid MCMC+emulator framework
- Going Beyond the Galaxy Power Spectrum: an Analysis of BOSS Data with Wavelet Scattering Transforms
- Precise Cosmological Constraints from BOSS Galaxy Clustering with a Simulation-Based Emulator of the Wavelet Scattering Transform
- Learning to Concentrate: Multi-tracer Forecasts on Local Primordial Non-Gaussianity with Machine-Learned Bias
- The MillenniumTNG Project: The large-scale clustering of galaxies
- Diffstar: A Fully Parametric Physical Model for Galaxy Assembly History
- Evidence of Galaxy Assembly Bias in SDSS DR7 Galaxy Samples from Count Statistics
- Taming assembly bias for primordial non-Gaussianity
- Full forward model of galaxy clustering statistics with AbacusSummit lightcones
- 2D k-th nearest neighbor statistics: a highly informative probe of galaxy clustering
- How the Galaxy-Halo Connection Depends on Large-Scale Environment
- SHAMe-SF: Predicting the clustering of star-forming galaxies with an enhanced abundance matching model
- The Beyond-Halo Mass Effects of the Cosmic Web Environment on Galaxies
- Galaxy Clustering in the Mira-Titan Universe I: Emulators for the redshift space galaxy correlation function and galaxy-galaxy lensing
- Subtracting the kinetic Sunyaev-Zeldovich effect from the cosmic microwave background with surveys of large-scale structure
- Investigating the galaxy-halo connection of DESI Emission-Line Galaxies with SHAMe-SF
- Clustering of emission line galaxies with IllustrisTNG I.: fundamental properties and halo occupation distribution
- Unraveling emission line galaxy conformity at z~1 with DESI early data
- How do uncertainties in galaxy formation physics impact field-level galaxy bias?
- Scatter in the star formation rate-halo mass relation: secondary bias and its impact on line-intensity mapping
- Toward accurate measurement of property-dependent galaxy clustering: II. Tests of the smoothed density-corrected method
- Galaxy clustering in modified gravity from full-physics simulations. I: two-point correlation functions
- Exploring the halo occupation distribution for moderate X-ray luminosity active galactic nuclei in the EAGLE cosmological simulation