DOE PAGES title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: Impact of property covariance on cluster weak lensing scaling relations

Journal Article · · Monthly Notices of the Royal Astronomical Society

ABSTRACT We present an investigation into a hitherto unexplored systematic that affects the accuracy of galaxy cluster mass estimates with weak gravitational lensing. Specifically, we study the covariance between the weak lensing signal, ΔΣ, and the ‘true’ cluster galaxy number count, Ngal, as measured within a spherical volume that is void of projection effects. By quantifying the impact of this covariance on mass calibration, this work reveals a significant source of systematic uncertainty. Using the MDPL2 simulation with galaxies traced by the SAGE semi-analytic model, we measure the intrinsic property covariance between these observables within the three-dimensional vicinity of the cluster, spanning a range of dynamical mass and redshift values relevant for optical cluster surveys. Our results reveal a negative covariance at small radial scales (R ≲ R200c) and a null covariance at large scales (R ≳ R200c) across most mass and redshift bins. We also find that this covariance results in a $$2{\!-\!}3~{{\ \rm per\ cent}}$$ bias in the halo mass estimates in most bins. Furthermore, by modelling Ngal and ΔΣ as multi-(log)-linear equations of secondary halo properties, we provide a quantitative explanation for the physical origin of the negative covariance at small scales. Specifically, we demonstrate that the Ngal–ΔΣ covariance can be explained by the secondary properties of haloes that probe their formation history. We attribute the difference between our results and the positive bias seen in other works with (mock)-cluster finders to projection effects. These findings highlight the importance of accounting for the covariance between observables in cluster mass estimation, which is crucial for obtaining accurate constraints on cosmological parameters.

Sponsoring Organization:
USDOE
Grant/Contract Number:
AC02-76SF00515
OSTI ID:
2341916
Journal Information:
Monthly Notices of the Royal Astronomical Society, Journal Name: Monthly Notices of the Royal Astronomical Society Journal Issue: 3 Vol. 530; ISSN 0035-8711
Publisher:
Oxford University PressCopyright Statement
Country of Publication:
United Kingdom
Language:
English

References (105)

The Large-Scale bias of dark Matter Halos: Numerical Calibration and Model Tests journal November 2010
The observed growth of massive galaxy clusters - II. X-ray scaling relations: Cluster growth: X-ray scaling relations journal July 2010
AMICO galaxy clusters in KiDS-DR3: Constraints on cosmological parameters and on the normalisation of the mass-richness relation from clustering journal September 2022
Halo mass function and scale-dependent bias from N-body simulations with non-Gaussian initial conditions: Halo-clustering and early non-Gaussianity journal December 2009
Aging haloes: implications of the magnitude gap on conditional statistics of stellar and gas properties of massive haloes journal January 2020
Galaxy And Mass Assembly (GAMA): the galaxy stellar mass function at z < 0.06: GAMA: the galaxy stellar mass function journal February 2012
A Universal Density Profile from Hierarchical Clustering journal December 1997
The mass–concentration–redshift relation of cold and warm dark matter haloes journal May 2016
Cluster mass calibration at high redshift: HST weak lensing analysis of 13 distant galaxy clusters from the South Pole Telescope Sunyaev–Zel'dovich Survey journal October 2017
pygtc: beautiful parameter covariance plots (aka. Giant Triangle Confusograms) journal October 2016
Galaxy cluster mass estimation from stacked spectroscopic analysis journal May 2016
Dark Energy Survey year 1 results: Cosmological constraints from galaxy clustering and weak lensing journal August 2018
Weighing the Giants – III. Methods and measurements of accurate galaxy cluster weak-lensing masses journal February 2014
Weighing the giants – IV. Cosmology and neutrino mass journal November 2014
Ensemble samplers with affine invariance journal January 2010
The Dark Energy Survey: more than dark energy – an overview journal March 2016
CFHTLenS: weak lensing calibrated scaling relations for low-mass clusters of galaxies journal June 2015
Optical selection bias and projection effects in stacked galaxy cluster weak lensing journal July 2022
Cosmological inference from an emulator based halo model. I. Validation tests with HSC and SDSS mock catalogs journal October 2022
emcee : The MCMC Hammer
  • Foreman-Mackey, Daniel; Hogg, David W.; Lang, Dustin
  • Publications of the Astronomical Society of the Pacific, Vol. 125, Issue 925 https://doi.org/10.1086/670067
journal March 2013
The MultiDark Database: Release of the Bolshoi and MultiDark cosmological simulations: The MultiDark Database: Release of the Bolshoi and MultiDark cosmological simulations journal August 2013
Mind the gap: tightening the mass–richness relation with magnitude gaps journal January 2013
A model for multiproperty galaxy cluster statistics journal May 2014
Detection of anti-correlation of hot and cold baryons in galaxy clusters journal July 2019
Cosmological Constraints from Galaxy Clusters in the 2500 Square-Degree Spt-Sz Survey journal November 2016
Formation of Galaxies and Clusters of Galaxies by Self-Similar Gravitational Condensation journal February 1974
Dark Quest. I. Fast and Accurate Emulation of Halo Clustering Statistics and Its Application to Galaxy Clustering journal October 2019
The halo mass function through the cosmic ages journal June 2013
Cosmological structure formation in a homogeneous dark energy background journal November 2005
Correlations of Dark Matter, Gas, and Stellar Profiles in Dark Matter Halos journal July 2022
The Impact of Environment on the Stellar Mass–Halo Mass Relation journal June 2018
redMaPPer. I. ALGORITHM AND SDSS DR8 CATALOG journal April 2014
Mass Function Predictions Beyond Λcdm journal April 2011
Massive Halos in Millennium gas Simulations: Multivariate Scaling Relations journal May 2010
Toward a Halo Mass Function for Precision Cosmology: The Limits of Universality journal December 2008
Stellar property statistics of massive haloes from cosmological hydrodynamics simulations: common kernel shapes journal April 2020
A comparative study of local galaxy clusters – II. X-ray and SZ scaling relations journal December 2013
Inference from Iterative Simulation Using Multiple Sequences journal November 1992
The universality of the virial halo mass function and models for non-universality of other halo definitions journal December 2015
Planck 2013 results. XVI. Cosmological parameters journal October 2014
Cosmology and astrophysics from relaxed galaxy clusters – III. Thermodynamic profiles and scaling relations journal January 2016
MultiDark simulations: the story of dark matter halo concentrations and density profiles journal February 2016
An Accurate Physical Model for Halo Concentrations journal January 2019
Constraints on assembly bias from galaxy clustering journal February 2019
LoCuSS: scaling relations between galaxy cluster mass, gas, and stellar content journal January 2019
LSST: From Science Drivers to Reference Design and Anticipated Data Products journal March 2019
Cosmological constraints from DES Y1 cluster abundances and SPT multiwavelength data journal February 2021
COSMOLOGICAL CONSTRAINTS FROM THE SLOAN DIGITAL SKY SURVEY MaxBCG CLUSTER CATALOG journal December 2009
On the origin of cold dark matter halo density profiles journal June 2006
A Simple Test for Heteroscedasticity and Random Coefficient Variation journal September 1979
KLLR: A Scale-dependent, Multivariate Model Class for Regression Analysis journal June 2022
Cosmological Parameters from Observations of Galaxy Clusters journal September 2011
XXL Survey groups and clusters in the Hyper Suprime-Cam Survey. Scaling relations between X-ray properties and weak lensing mass journal December 2019
Cosmology with stacked cluster weak lensing and cluster–galaxy cross-correlations journal October 2019
The Galaxy Cluster Mass Scale and Its Impact on Cosmological Constraints from the Cluster Population journal February 2019
Stellar masses of SDSS-III/BOSS galaxies at z ∼ 0.5 and constraints to galaxy formation models journal September 2013
Mass Accretion and its Effects on the Self-Similarity of gas Profiles in the Outskirts of Galaxy Clusters journal June 2015
Statistical Properties of X‐Ray Clusters: Analytic and Numerical Comparisons journal March 1998
Halo mass function: baryon impact, fitting formulae, and implications for cluster cosmology journal December 2015
Cosmic Visions Dark Energy: Science preprint January 2016
Modeling galaxy cluster triaxiality in stacked cluster weak lensing analyses journal May 2023
Observational constraints of an anisotropic boost due to the projection effects using redMaPPer clusters journal March 2023
Effects of selection and covariance on X-ray scaling relations of galaxy clusters journal January 2008
Dark Energy Survey Year 1 results: weak lensing mass calibration of redMaPPer galaxy clusters journal October 2018
What sets the splashback radius of dark matter haloes: accretion history or other properties? journal March 2023
The shape of dark matter haloes: dependence on mass, redshift, radius and formation journal April 2006
Superclustering with the Atacama Cosmology Telescope and Dark Energy Survey. I. Evidence for Thermal Energy Anisotropy Using Oriented Stacking journal July 2022
Semi-Analytic Galaxy Evolution (Sage): Model Calibration and Basic Results journal February 2016
The nature of high-redshift galaxies journal February 2001
Dark Energy Survey Year 1 Results: Cosmological constraints from cluster abundances and weak lensing journal July 2020
CHANDRA CLUSTER COSMOLOGY PROJECT III: COSMOLOGICAL PARAMETER CONSTRAINTS journal February 2009
Cosmological constraints from the large-scale weak lensing of SDSS MaxBCG clusters journal February 2014
Cross-correlation Weak Lensing of SDSS galaxy Clusters II: Cluster Density Profiles and the Mass--Richness Relation preprint January 2007
Mass and Redshift Dependence of Dark Halo Structure journal October 2003
Rhapsody-G simulations: galaxy clusters as baryonic closed boxes and the covariance between hot gas and galaxies journal July 2015
The Connection Between Galaxies and Their Dark Matter Halos journal September 2018
Baryonic imprints on DM haloes: population statistics from dwarf galaxies to galaxy clusters journal November 2021
The impact of projection effects on cluster observables: stacked lensing and projected clustering journal June 2020
A First Attempt to Calibrate the Baryonic Tully-Fisher Relation with Gas-Dominated Galaxies journal June 2009
Halo concentrations in the standard Λ cold dark matter cosmology: ΛCDM halo concentrations journal June 2012
Modelling projection effects in optically selected cluster catalogues journal October 2018
Beyond mass: detecting secondary halo properties with galaxy-galaxy lensing journal April 2022
Weighing the giants– V. Galaxy cluster scaling relations journal September 2016
Dependence of the Outer Density Profiles of Halos on Their mass Accretion rate journal June 2014
The Origin of the Mass‐Metallicity Relation: Insights from 53,000 Star‐forming Galaxies in the Sloan Digital Sky Survey journal October 2004
Euclid preparation: III. Galaxy cluster detection in the wide photometric survey, performance and algorithm selection journal June 2019
The effect of selection – a tale of cluster mass measurement bias induced by correlation and projection journal January 2022
Weak-lensing Mass Bias in Merging Galaxy Clusters journal March 2023
The dynamical state and mass–concentration relation of galaxy clusters: The concentrations of massive galaxy clusters journal November 2012
The outer stellar mass of massive galaxies: a simple tracer of halo mass with scatter comparable to richness and reduced projection effects journal July 2022
The Rockstar Phase-Space Temporal halo Finder and the Velocity Offsets of Cluster Cores journal December 2012
An analysis of variance test for normality (complete samples) journal December 1965
redMaPPer – IV. Photometric membership identification of red cluster galaxies with 1 per cent precision journal August 2015
Concentrations of Dark Halos from Their Assembly Histories journal March 2002
Weighing the Giants – I. Weak-lensing masses for 51 massive galaxy clusters: project overview, data analysis methods and cluster images journal February 2014
Scaling Relations for Galaxy Clusters: Properties and Evolution journal June 2013
The mass–richness relation of optically selected clusters from weak gravitational lensing and abundance with Subaru HSC first-year data journal September 2019
CODEX weak lensing mass catalogue and implications on the mass–richness relation journal December 2020
CLMM: a LSST-DESC cluster weak lensing mass modeling library for cosmology journal October 2021
The richness-to-mass relation of CAMIRA galaxy clusters from weak-lensing magnification in the Subaru Hyper Suprime-Cam survey journal April 2020
The XXL Survey: I. Scientific motivations − journal June 2016
The Physics of Galaxy Clustering. I. A Model for Subhalo Populations journal May 2005
Localized massive halo properties in bahamas and MACSIS simulations: scalings, lognormality, and covariance journal May 2018
Dark Energy Survey Year 1 Results: Cosmological Constraints from Cluster Abundances, Weak Lensing, and Galaxy Correlations journal April 2021
Evidence of galaxy assembly bias in SDSS DR7 galaxy samples from count statistics journal September 2022