Dissecting and Modelling Galaxy Assembly Bias
arXiv:2007.05545 · doi:10.1093/mnras/stab100
Abstract
Understanding the galaxy-halo connection is fundamental for contemporary models of galaxy clustering. The extent to which the haloes' assembly history and environment impact galaxy clustering (a.k.a. galaxy assembly bias; GAB), remains a complex and challenging problem. Using a semi-analytic galaxy formation model, we study the individual contributions of different secondary halo properties to the GAB signal. These are obtained by comparing the clustering of stellar-mass selected samples to that of shuffled samples where the galaxies are randomly reassigned to haloes of fixed mass and a specified secondary halo property. We explore a large range of internal halo properties and environmental measures. We find that commonly used properties like halo age or concentration amount to only 20-30 per cent of the signal, while the smoothed matter density or the tidal anisotropy can account for the full level of GAB (though care should be given to the specific definition). For the "successful" measures, we examine the occupancy variations and the associated changes in the halo occupation function parameters. These are used to create mock catalogues that reproduce the full level of GAB. Finally, we propose a practical modification of the standard halo occupation distribution model, which can be tuned to any level of assembly bias. Fitting the parameters to our semi-analytic model, we demonstrate that the corresponding mock catalogue recovers the target level of GAB as well as the occupancy variations. Our results enable producing realistic mock catalogues and directly inform theoretical modelling of assembly bias and attempts to detect it in the Universe.
arXiv comment22 pages, 16 figures, published by MNRAS
References in corpus (121)
- The Structure of Cold Dark Matter Halos
- Simulating the joint evolution of quasars, galaxies and their large-scale distribution
- The many lives of active galactic nuclei: cooling flows, black holes and the luminosities and colours of galaxies
- Large scale bias and the peak background split
- Populating a cluster of galaxies - I. Results at z=0
- Halo Models of Large Scale Structure
- Toward a halo mass function for precision cosmology: the limits of universality
- Ellipsoidal collapse and an improved model for the number and spatial distribution of dark matter haloes
- From dwarf spheroidals to cDs: Simulating the galaxy population in a LCDM cosmology
- First Results from the TNG50 Simulation: Galactic outflows driven by supernovae and black hole feedback
- Halo occupation numbers and galaxy bias
- MultiDark simulations: the story of dark matter halo concentrations and density profiles
- A universal angular momentum profile for galactic halos
- The Halo Occupation Distribution: Towards an Empirical Determination of the Relation Between Galaxies and Mass
- Theoretical Models of the Halo Occupation Distribution: Separating Central and Satellite Galaxies
- The Luminosity and Color Dependence of the Galaxy Correlation Function
- The Connection between Galaxies and their Dark Matter Halos
- Galaxy Clustering in the Completed SDSS Redshift Survey: The Dependence on Color and Luminosity
- Modeling Luminosity-Dependent Galaxy Clustering Through Cosmic Time
- The age dependence of halo clustering
- Galaxy formation in the Planck Cosmology - I. Matching the observed evolution of star formation rates, colours and stellar masses
- How Many Galaxies Fit in a Halo? Constraints on Galaxy Formation Efficiency from Spatial Clustering
- Constraining Galaxy Formation and Cosmology with the Conditional Luminosity Function of Galaxies
- Halo concentrations in the standard LCDM cosmology
- Galaxy Evolution from Halo Occupation Distribution Modeling of DEEP2 and SDSS Galaxy Clustering
- The Dependence of Halo Clustering on Halo Formation History, Concentration, and Occupation
- A primer on hierarchical galaxy formation: the semi-analytical approach
- Properties of Dark Matter Haloes in Clusters, Filaments, Sheets and Voids
- A unified multi-wavelength model of galaxy formation
- Chemical enrichment of the intra-cluster and intergalactic medium in a hierarchical galaxy formation model
- The Connection between Galaxies and Dark Matter Structures in the Local Universe
- Assembly bias in the clustering of dark matter haloes
- Galaxy Formation Theory
- Halo assembly bias and its effects on galaxy clustering
- Galaxy formation in WMAP1 and WMAP7 cosmologies
- On Departures From a Power Law in the Galaxy Correlation Function
- Halo Assembly Bias in Hierarchical Structure Formation
- Semi-Analytic Galaxy Evolution (SAGE): Model Calibration and Basic Results
- Shark: introducing an open source, free and flexible semi-analytic model of galaxy formation
- Cosmological Constraints from a Combination of Galaxy Clustering and Lensing -- I. Theoretical Framework
- Evolution of the angular momentum of protogalaxies from tidal torques: Zel'dovich approximation
- Galaxy Assembly Bias: A Significant Source of Systematic Error in the Galaxy-Halo Relationship
- Corrfunc --- A Suite of Blazing Fast Correlation Functions on the CPU
- The Dark Side of Galaxy Color
- Galaxy clustering in the CFHTLS-Wide: the changing relationship between galaxies and haloes since z ~ 1.2
- What aspects of galaxy environment matter?
- On Halo Formation Times and Assembly Bias
- Introducing Decorated HODs: modeling assembly bias in the galaxy-halo connection
- Subhalo abundance matching and assembly bias in the EAGLE simulation
- The recycling of gas and metals in galaxy formation: predictions of a dynamical feedback model
- The Aemulus Project I: Numerical Simulations for Precision Cosmology
- Towards Cosmological Concordance on Galactic Scales
- The Impact of Assembly Bias on the Galaxy Content of Dark Matter Halos
- Mapping stellar content to dark matter halos. II. Halo mass is the main driver of galaxy quenching
- The Concentration Dependence of the Galaxy-Halo Connection: Modeling Assembly Bias with Abundance Matching
- Assembly bias and the dynamical structure of dark matter halos
- Beyond Assembly Bias: Exploring Secondary Halo Biases for Cluster-size Haloes
- Halo assembly bias and the tidal anisotropy of the local halo environment
- L-GALAXIES 2020: Spatially resolved cold gas phases, star formation and chemical enrichment in galactic discs
- Evidence of Halo Assembly Bias in Massive Clusters
- The impact of assembly bias on the halo occupation in hydrodynamical simulations
- Beyond Halo Mass: Galactic Conformity as a Smoking Gun of Central Galaxy Assembly Bias
- On the Level of Cluster Assembly Bias in SDSS
- Modelling galaxy clustering: halo occupation distribution versus subhalo matching
- On Detecting Halo Assembly Bias with Galaxy Populations
- Limitations to the "basic'' HOD model and beyond
- Void Statistics in Large Galaxy Redshift Surveys: Does Halo Occupation of Field Galaxies Depend on Environment?
- Breaking the Degeneracies Between Cosmology and Galaxy Bias
- The Dependence of the Occupation of Galaxies on the Halo Formation Time
- Assessing Colour-dependent Occupation Statistics Inferred from Galaxy Group Catalogues
- Revealing the galaxy-halo connection in IllustrisTNG
- Weak Lensing by Galaxies in Groups and Clusters: I.--Theoretical Expectations
- Galaxy Assembly Bias on the Red Sequence
- Spatial Clustering of Dark Matter Halos: Secondary Bias, Neighbor Bias, and the Influence of Massive Neighbors on Halo Properties
- The Three Causes of Low-Mass Assembly Bias
- Detection of galaxy assembly bias
- The Evolution of Assembly Bias
- Cosmic web anisotropy is the primary indicator of halo assembly bias
- The clustering of galaxies in the SDSS-III Baryon Oscillation Spectroscopic Survey: mock galaxy catalogues for the low-redshift sample
- Correlating galaxy colour and halo concentration: A tunable Halo Model of galactic conformity
- The environmental dependence of galaxy clustering in the Sloan Digital Sky Survey
- A flexible modelling of galaxy assembly bias
- A Lightcone Catalogue from the Millennium-XXL Simulation
- Accurate and Efficient Halo-based Galaxy Clustering Modelling with Simulations
- Emulating galaxy clustering and galaxy-galaxy lensing into the deeply nonlinear regime: methodology, information, and forecasts
- The multidimensional dependence of halo bias in the eye of a machine: a tale of halo structure, assembly and environment
- Extensions to models of the galaxy-halo connection
- Halo Histories vs. Galaxy Properties at z=0 II: Large-Scale Galactic Conformity
- Mapping stellar content to dark matter halos - III.Environmental dependence and conformity of galaxy colours
- The dependence of halo bias on age, concentration and spin
- A natural boundary of dark matter haloes revealed around the minimum bias and maximum infall locations
- Exploring the squeezed three-point galaxy correlation function with generalized halo occupation distribution models
- Cosmic web dependence of galaxy clustering and quenching in SDSS
- The manifestation of secondary halo bias on the galaxy population from IllustrisTNG300
- Observational evidence of galaxy assembly bias
- Environmental Effects on Real-Space and Redshift-Space Galaxy Clustering
- On the evidence for large-scale galactic conformity in the local Universe
- The effects of assembly bias on cosmological inference from galaxy-galaxy lensing and galaxy clusters
- The Immitigable Nature of Assembly Bias: The Impact of Halo Definition on Assembly Bias
- On the measurements of assembly bias and splashback radius using optically selected galaxy clusters
- Connecting and dissecting galaxies' angular momenta and neutral gas in a hierarchical universe: cue DARK SAGE
- Detection of anisotropic galaxy assembly bias in BOSS DR12
- The environmental dependence of clustering in hierarchical models
- Corrfunc: Blazing fast correlation functions with AVX512F SIMD Intrinsics
- Does the Galaxy-Halo Connection Vary with Environment?
- Cosmology with Stacked Cluster Weak Lensing and Cluster-Galaxy Cross-Correlations
- Dependence of halo bias on mass and environment
- Probing Galaxy Assembly Bias in BOSS Galaxies Using Void Probabilities
- Galaxy assembly bias of central galaxies in the Illustris simulation
- Extensions to the halo occupation distribution model for more accurate clustering predictions
- Dependence of Halo Bias and Kinematics on Assembly Variables
- Cosmological Evidence Modelling: a new simulation-based approach to constrain cosmology on non-linear scales
- The dependence of galaxy clustering on tidal environment in the Sloan Digital Sky Survey
- The evolution of the galaxy content of dark matter haloes
- Are the halo occupation predictions consistent with large scale galaxy clustering?
- On the prospect of using the maximum circular velocity of halos to encapsulate assembly bias in the galaxy-halo connection
- Can Assembly Bias Explain the Lensing Amplitude of the BOSS CMASS Sample in a Planck Cosmology?
- Galactic conformity measured in semi-analytic models
- Separate Universe calibration of the dependence of halo bias on cosmic web anisotropy
- Analytical halo models of cosmic tidal fields
- Assembly bias evidence in close galaxy pairs
Cited by in corpus (53)
- Large-scale dark matter simulations
- AbacusHOD: A highly efficient extended multi-tracer HOD framework and its application to BOSS and eBOSS data
- Stringent constraints from small-scale galaxy clustering using a hybrid MCMC+emulator framework
- Five-percent measurements of the growth rate from simulation-based modelling of redshift-space clustering in BOSS LOWZ
- Evidence for galaxy assembly bias in BOSS CMASS redshift-space galaxy correlation function
- A flexible modelling of galaxy assembly bias
- The galaxy-halo connection of emission-line galaxies in IllustrisTNG
- The Aemulus Project V: Cosmological constraint from small-scale clustering of BOSS galaxies
- On the influence of halo mass accretion history on galaxy properties and assembly bias
- Elucidating Galaxy Assembly Bias in SDSS
- The MillenniumTNG Project: An improved two-halo model for the galaxy-halo connection of red and blue galaxies
- The Completed SDSS-IV Extended Baryon Oscillation Spectroscopic Survey: N-body Mock Challenge for Galaxy Clustering Measurements
- A Parameter-Masked Mock Data Challenge for Beyond-Two-Point Galaxy Clustering Statistics
- The MillenniumTNG Project: Inferring cosmology from galaxy clustering with accelerated N-body scaling and subhalo abundance matching
- The cosmic web of X-ray active galactic nuclei seen through the eROSITA Final Equatorial Depth Survey (eFEDS)
- The galaxy size - halo mass scaling relations and clustering properties of central and satellite galaxies
- Responses of Halo Occupation Distributions: a new ingredient in the halo model & the impact on galaxy bias
- Evidence of Galaxy Assembly Bias in SDSS DR7 Galaxy Samples from Count Statistics
- SHAM through the lens of a hydrodynamical simulation
- Halo Properties and Mass Functions of Groups/Clusters from the DESI Legacy Imaging Surveys DR9
- The assembly bias of emission line galaxies
- Multi-wavelength mock galaxy catalogs of the low-redshift Universe
- Connections between galaxy properties and halo formation time in the cosmic web
- Modeling assembly bias with machine learning and symbolic regression
- Cosmic Web Dissection in Fuzzy Dark Matter Cosmologies
- Separate Universe calibration of the dependence of halo bias on cosmic web anisotropy
- 2D k-th nearest neighbor statistics: a highly informative probe of galaxy clustering
- Galaxy clustering from the bottom up: A Streaming Model emulator I
- Mock halo catalogs: assigning unresolved halo properties using correlations with local halo environment
- High-fidelity reproduction of central galaxy joint distributions with Neural Networks
- The Beyond-Halo Mass Effects of the Cosmic Web Environment on Galaxies
- Investigating the galaxy-halo connection of DESI Emission-Line Galaxies with SHAMe-SF
- Validating the clustering predictions of empirical models with the FLAMINGO simulations
- Small scale clustering of BOSS galaxies: dependence on luminosity, color, age, stellar mass, specific star formation rate and other properties
- Exploring the physical origins of halo assembly bias from early times
- New insight into the variability of the Be star Aquarii: Determination of stellar and disk parameters
- Secondary halo bias through cosmic time II: Reconstructing halo properties using clustering information
- Unraveling emission line galaxy conformity at z~1 with DESI early data
- Galaxy assembly bias and large-scale distribution: a comparison between IllustrisTNG and a semi-analytic model
- Conditional Colour-Magnitude Distribution of Central Galaxies in Galaxy Formation Models
- How do uncertainties in galaxy formation physics impact field-level galaxy bias?
- Properties beyond mass for unresolved haloes across redshift and cosmology using correlations with local halo environment
- Scatter in the star formation rate-halo mass relation: secondary bias and its impact on line-intensity mapping
- Bounds on galaxy stochasticity from halo occupation distribution modeling
- Assembly bias in quadratic bias parameters of dark matter halos from forward modeling
- Predicting halo occupation and galaxy assembly bias with machine learning
- Galaxy assembly bias in cosmological hydrodynamical simulations: a comparison between SIMBA and IllustrisTNG
- Exploiting Non-linear Scales in Galaxy-Galaxy Lensing and Galaxy Clustering: A Forecast for the Dark Energy Survey
- The multi-dimensional halo assembly bias can be preserved when enhancing halo properties with HALOSCOPE
- On the dependence of galaxy assembly bias on the selection criteria, number density, and redshift of galaxy samples
- Emulating galaxy and peculiar velocity clustering on non-linear scales
- Mimicking the halo-galaxy connection using machine learning
- Exploring the effect of baryons on the radial distribution of satellite galaxies with GAMA and IllustrisTNG