Galaxy Velocity Bias in Cosmological Simulations: Towards Percent-level Calibration
arXiv:2110.01683 · doi:10.1093/mnras/stab3587
Abstract
Galaxy cluster masses, rich with cosmological information, can be estimated from internal dark matter (DM) velocity dispersions, which in turn can be observationally inferred from satellite galaxy velocities. However, galaxies are biased tracers of the DM, and the bias can vary over host halo and galaxy properties as well as time. We precisely calibrate the velocity bias, b_v -- defined as the ratio of galaxy and DM velocity dispersions -- as a function of redshift, host halo mass, and galaxy stellar mass threshold (Mstarsat), for massive halos (M200c > 1e13.5 msun) from five cosmological simulations: IllustrisTNG, Magneticum, Bahamas + Macsis, The Three Hundred Project, and MultiDark Planck-2. We first compare scaling relations for galaxy and DM velocity dispersion across simulations; the former is estimated using a new ensemble velocity likelihood method that is unbiased for low galaxy counts per halo, while the latter uses a local linear regression. The simulations show consistent trends of b_v increasing with M200c and decreasing with redshift and Mstarsat. The ensemble-estimated theoretical uncertainty in b_v is 2-3% but becomes percent-level when considering only the three highest resolution simulations. We update the mass-richness normalization previously estimated by Farahi et al. (2016) for an SDSS redMaPPer cluster sample. The improved accuracy of our b_v estimates reduces the mass normalization uncertainty from 22% to 8%, demonstrating that dynamical estimation techniques can be competitive with weak lensing in calibrating population mean masses. We discuss necessary steps for further improving this precision. Our estimates for b_v(M200c, Mstarsat, z) are made publicly available.
arXiv comment[v1]: 8 figures, 14 pages in main text + 5 figures, 3 pages in Appendix. [v2]: Minor text edits. Accepted in MNRAS
References in corpus (106)
- SciPy 1.0--Fundamental Algorithms for Scientific Computing in Python
- The NumPy array: a structure for efficient numerical computation
- Planck 2015 results. XIII. Cosmological parameters
- Seven-Year Wilkinson Microwave Anisotropy Probe (WMAP) Observations: Cosmological Interpretation
- Planck 2013 results. XVI. Cosmological parameters
- The cosmological simulation code GADGET-2
- Populating a cluster of galaxies - I. Results at z=0
- E pur si muove: Galiliean-invariant cosmological hydrodynamical simulations on a moving mesh
- Statistical Properties of X-ray Clusters: Analytic and Numerical Comparisons
- Cosmological Hydrodynamics with Adaptive Mesh Refinement: a new high resolution code called RAMSES
- Simulating Galaxy Formation with the IllustrisTNG Model
- Overview of the DESI Legacy Imaging Surveys
- First results from the IllustrisTNG simulations: matter and galaxy clustering
- First results from the IllustrisTNG simulations: the stellar mass content of groups and clusters of galaxies
- First results from the IllustrisTNG simulations: the galaxy color bimodality
- The Rockstar Phase-Space Temporal Halo Finder and the Velocity Offsets of Cluster Cores
- Properties of galaxies reproduced by a hydrodynamic simulation
- First results from the IllustrisTNG simulations: A tale of two elements -- chemical evolution of magnesium and europium
- Simulating galaxy formation with black hole driven thermal and kinetic feedback
- UniverseMachine: The Correlation between Galaxy Growth and Dark Matter Halo Assembly from z=0-10
- Cosmological Parameters from Observations of Galaxy Clusters
- First results from the IllustrisTNG simulations: radio haloes and magnetic fields
- The Hyper Suprime-Cam SSP Survey: Overview and Survey Design
- Substructures in hydrodynamical cluster simulations
- MultiDark simulations: the story of dark matter halo concentrations and density profiles
- Ahf: Amiga's Halo Finder
- The 10 Meter South Pole Telescope
- The BAHAMAS project: Calibrated hydrodynamical simulations for large-scale structure cosmology
- COLOSSUS: A python toolkit for cosmology, large-scale structure, and dark matter halos
- Cosmological simulations of black hole growth: AGN luminosities and downsizing
- Rotation-Dependent Catastrophic Disruption of Gravitational Aggregates
- Dependence of the outer density profiles of halos on their mass accretion rate
- Haloes gone MAD: The Halo-Finder Comparison Project
- Virial Scaling of Massive Dark Matter Halos: Why Clusters Prefer a High Normalization Cosmology
- The splashback radius as a physical halo boundary and the growth of halo mass
- The galaxy cluster mass scale and its impact on cosmological constraints from the cluster population
- The Atacama Cosmology Telescope: A Measurement of the Cosmic Microwave Background Power Spectra at 98 and 150 GHz
- An accurate physical model for halo concentrations
- The relation between velocity dispersion and mass in simulated clusters of galaxies: dependence on the tracer and the baryonic physics
- CIRS: Cluster Infall Regions in the Sloan Digital Sky Survey I. Infall Patterns and Mass Profiles
- CAIRNS: The Cluster And Infall Region Nearby Survey I. Redshifts and Mass Profiles
- Dark Energy Survey Year 1 Results: Weak Lensing Mass Calibration of redMaPPer Galaxy Clusters
- On the efficiency and reliability of cluster mass estimates based on member galaxies
- The Three Hundred project: a large catalogue of theoretically modelled galaxy clusters for cosmological and astrophysical applications
- Splashback in accreting dark matter halos
- A 2.5% measurement of the growth rate from small-scale redshift space clustering of SDSS-III CMASS galaxies
- Cool Core Clusters from Cosmological Simulations
- MAMPOSSt: Modelling Anisotropy and Mass Profiles of Observed Spherical Systems. I. Gaussian 3D velocities
- SubHaloes going Notts: The SubHalo-Finder Comparison Project
- Matter power spectrum and the challenge of percent accuracy
- Mass Calibration and Cosmological Analysis of the SPT-SZ Galaxy Cluster Sample Using Velocity Dispersion and X-ray Measurements
- The Aemulus Project III: Emulation of the Galaxy Correlation Function
- Redshift-Space Clustering of SDSS Galaxies --- Luminosity Dependence, Halo Occupation Distribution, and Velocity Bias
- redMaPPer IV: Photometric Membership Identification of Cluster Galaxies with 1% Precision
- Velocity Bias from the Small Scale Clustering of SDSS-III BOSS Galaxies
- The redshift evolution of massive galaxy clusters in the MACSIS simulations
- Cosmological Constraints from DES Y1 Cluster Abundances and SPT Multi-wavelength data
- Redshift-Space Distortions with the Halo Occupation Distribution II: Analytic Model
- Dark Energy Survey Year 1 Results: Cosmological Constraints from Cluster Abundances, Weak Lensing, and Galaxy Correlations
- Weak-Lensing Mass Calibration of ACTPol Sunyaev-Zel'dovich Clusters with the Hyper Suprime-Cam Survey
- nIFTy galaxy cluster simulations I: dark matter & non-radiative models
- Dark Energy Survey Year 1 Results: Calibration of Cluster Mis-centering in the redMaPPer Catalogs
- AMICO galaxy clusters in KiDS-DR3: weak-lensing mass calibration
- Velocity Dispersion of 335 Galaxy Clusters Selected from the Sloan Digital Sky Survey: Statistical Evidence for Dynamical Interaction, and Against Ram-Pressure Stripping
- A Systematic Analysis of Caustic Methods for Galaxy Cluster Masses
- The mass-richness relation of optically-selected clusters from weak gravitational lensing and abundance with Subaru HSC first-year data
- Galaxy Cluster Mass Estimation from Stacked Spectroscopic Analysis
- A Model for Multi-property Galaxy Cluster Statistics
- A Robust and Efficient Deep Learning Method for Dynamical Mass Measurements of Galaxy Clusters
- Five-percent measurements of the growth rate from simulation-based modelling of redshift-space clustering in BOSS LOWZ
- The Atacama Cosmology Telescope: Dynamical masses for 44 SZ-selected galaxy clusters over 755 square degrees
- nIFTy galaxy cluster simulations II: radiative models
- Localized massive halo properties in Bahamas and Macsis simulations: scalings, log-normality, and covariance
- How Biased Are Halo Properties in Cosmological Simulations?
- Exploring the squeezed three-point galaxy correlation function with generalized halo occupation distribution models
- A Measurement of CMB Cluster Lensing with SPT and DES Year 1 Data
- Baryonic Imprints on DM Halos: Population Statistics from Dwarf Galaxies to Galaxy Clusters
- Modelling The Redshift-Space Three-Point Correlation Function in SDSS-III
- Probing galaxy evolution in massive clusters using ACT and DES: splashback as a cosmic clock
- Virial scaling of galaxies in clusters: bright to faint is cool to hot
- Stellar Property Statistics of Massive Halos from Cosmological Hydrodynamics Simulations: Common Kernel Shapes
- Effects of Baryon Dissipation on the Dark Matter Virial Scaling Relation
- Major Cluster Mergers and the Location of the Brightest Cluster Galaxy
- The Cluster-EAGLE project: velocity bias and the velocity dispersion - mass relation of cluster galaxies
- Concentration, Ellipsoidal Collapse, and the Densest Dark Matter haloes
- Morphology and luminosity segregation of galaxies in nearby loose groups
- Brighter galaxy bias: underestimating the velocity dispersions of galaxy clusters
- Properties and Origin of Galaxy Velocity Bias in the Illustris Simulation
- SPIDERS: An Overview of The Largest Catalogue of Spectroscopically Confirmed X-ray Galaxy Clusters
- Cosmology dependence of galaxy cluster scaling relations
- Velocity Segregation and Systematic Biases In Velocity Dispersion Estimates With the SPT-GMOS Spectroscopic Survey
- Velocity segregation effects in galaxy clusters at 0.4<~z<~1.5
- On the Dynamical Origin of Bias in Clusters of Galaxies
- Cosmology with velocity dispersion counts: an alternative to measuring cluster halo masses
- Cosmology with galaxy cluster weak lensing: statistical limits and experimental design
- The XXL Survey: XXIII. The Mass Scale of XXL Clusters from Ensemble Spectroscopy
- Cosmological Information from the Small-scale Redshift Space Distortions
- CODEX Weak Lensing Mass Catalogue and implications on the mass-richness relation
- Stacking Caustic Masses from Galaxy Clusters
- Using GAMA to probe the impact of small-scale galaxy physics on nonlinear redshift-space distortions
- A semi-analytic model of pairwise velocity distribution between dark matter halos
- Segregation effects in DEEP2 galaxy groups
- The Velocity Distribution Function of Galaxy Clusters as a Cosmological Probe
- Cluster Cosmology with the Velocity Distribution Function of the HeCS-SZ Sample
- Stacked phase-space density of galaxies around massive clusters: Comparison of dynamical and lensing masses
- Biases in the estimation of velocity dispersions and dynamical masses for galaxy clusters