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Title: Emulating galaxy clustering and galaxy–galaxy lensing into the deeply non-linear regime: methodology, information, and forecasts

Journal Article · · Monthly Notices of the Royal Astronomical Society
ORCiD logo [1];  [1];  [1];  [2];  [2];  [3];  [2];  [4];  [4]
  1. The Ohio State Univ., Columbus, OH (United States)
  2. Harvard-Smithsonian Center for Astrophysics, Cambridge, MA (United States)
  3. New York Univ., NY (United States)
  4. Univ. of Arizona, Tucson, AZ (United States)

The combination of galaxy–galaxy lensing (GGL) with galaxy clustering is one of the most promising routes to determining the amplitude of matter clustering at low redshifts. Here, we show that extending clustering+GGL analyses from the linear regime down to |$${\sim } 0.5 \, h^{-1}$$| Mpc scales increases their constraining power considerably, even after marginalizing over a flexible model of non-linear galaxy bias. Using a grid of cosmological N-body simulations, we construct a Taylor-expansion emulator that predicts the galaxy autocorrelation ξgg(r) and galaxy-matter cross-correlation ξgm(r) as a function of σ8, Ωm, and halo occupation distribution (HOD) parameters, which are allowed to vary with large-scale environment to represent possible effects of galaxy assembly bias. We present forecasts for a fiducial case that corresponds to BOSS LOWZ galaxy clustering and SDSS-depth weak lensing (effective source density ~0.3 arcmin-2). Using tangential shear and projected correlation function measurements over |$$0.5 \le r_\mathrm{ p} \le 30 \, h^{-1}$$| Mpc yields a 2 per cent constraint on the parameter combination |$$\sigma _8\Omega _\mathrm{ m}^{0.6}$$|, a factor of two better than a constraint that excludes non-linear scales (|$$r_\mathrm{ p} \gt 2 \, h^{-1}$$| Mpc, |$$4 \, h^{-1}$$| Mpc for γt, |$$w$$|p). Much of this improvement comes from the non-linear clustering information, which breaks degeneracies among HOD parameters. Increasing the effective source density to 3 arcmin-2 sharpens the constraint on |$$\sigma _8\Omega _\mathrm{ m}^{0.6}$$| by a further factor of two. With robust modelling into the non-linear regime, low-redshift measurements of matter clustering at the 1-per cent level with clustering+GGL alone are well within reach of current data sets such as those provided by the Dark Energy Survey.

Research Organization:
Krell Institute, Ames, IA (United States); Harvard Univ., Cambridge, MA (United States)
Sponsoring Organization:
USDOE Office of Science (SC); USDOE National Nuclear Security Administration (NNSA); National Science Foundation (NSF)
Grant/Contract Number:
FG02-97ER25308; SC0013718; DGE-1343012; AST-1516997; AST-1313285; 1228509
OSTI ID:
1610360
Journal Information:
Monthly Notices of the Royal Astronomical Society, Vol. 484, Issue 1; ISSN 0035-8711
Publisher:
Royal Astronomical SocietyCopyright Statement
Country of Publication:
United States
Language:
English
Citation Metrics:
Cited by: 38 works
Citation information provided by
Web of Science

References (109)

The Baryon Oscillation Spectroscopic Survey of Sdss-Iii journal December 2012
Density profiles of galaxy groups and clusters from SDSS galaxy-galaxy weak lensing journal October 2006
The impact of baryonic processes on the two-point correlation functions of galaxies, subhaloes and matter journal April 2014
The clustering of galaxies in the SDSS-III Baryon Oscillation Spectroscopic Survey: modelling of the luminosity and colour dependence in the Data Release 10 journal May 2014
The effects of assembly bias on the inference of matter clustering from galaxy–galaxy lensing and galaxy clustering journal April 2018
Cosmological Dependence of the Measurements of Luminosity Function, Projected Clustering and Galaxy-Galaxy Lensing Signal journal October 2013
Planck 2015 results : X. Diffuse component separation: Foreground maps journal September 2016
CFHTLenS: the Canada–France–Hawaii Telescope Lensing Survey: CFHTLenS journal October 2012
On combining galaxy clustering and weak lensing to unveil galaxy biasing via the halo model: Galaxy biasing in the halo model journal September 2012
A Universal Density Profile from Hierarchical Clustering journal December 1997
Dark Energy Survey Year 1 results: Cosmological constraints from cosmic shear journal August 2018
Dark Energy Survey year 1 results: Cosmological constraints from galaxy clustering and weak lensing journal August 2018
Constraints on the Mass–Richness Relation from the Abundance and Weak Lensing of SDSS Clusters journal February 2018
The weak Lensing Signal and the Clustering of boss Galaxies. ii. Astrophysical and Cosmological Constraints journal June 2015
The nature of galaxy bias and clustering journal February 2000
A Theoretical Framework for Combining Techniques that Probe the link Between Galaxies and dark Matter journal August 2011
Galaxy–galaxy lensing estimators and their covariance properties journal July 2017
The clustering of galaxies in the SDSS-III Baryon Oscillation Spectroscopic Survey: galaxy clustering measurements in the low-redshift sample of Data Release 11 journal April 2014
Improving initial conditions for cosmological N -body simulations journal July 2016
Galaxy assembly bias: a significant source of systematic error in the galaxy–halo relationship journal August 2014
Power Spectrum Covariance of Weak Gravitational Lensing journal June 2001
An exploration of galaxy–galaxy lensing and galaxy clustering in the Millennium-XXL simulation journal June 2015
The Seventh Data Release of the Sloan Digital Sky Survey text January 2009
Planck 2015 results : XXIII. The thermal Sunyaev-Zeldovich effect-cosmic infrared background correlation journal September 2016
The clustering of galaxies in the SDSS-III Baryon Oscillation Spectroscopic Survey: the low-redshift sample journal December 2012
Observational probes of cosmic acceleration journal September 2013
Planck 2015 results : XIII. Cosmological parameters journal September 2016
The age dependence of halo clustering journal October 2005
Sample Variance Considerations for Cluster Surveys journal February 2003
Power Spectrum Correlations Induced by Nonlinear Clustering journal December 1999
The Abacus Cosmos: A Suite of Cosmological N -body Simulations journal June 2018
Statistical Properties of X‐Ray Clusters: Analytic and Numerical Comparisons journal March 1998
Cosmological Model Predictions for Weak Lensing: Linear and Nonlinear Regimes journal August 1997
Joint analysis of gravitational lensing, clustering, and abundance: Toward the unification of large-scale structure analysis text January 2012
Cosmological parameter constraints from galaxy-galaxy lensing and galaxy clustering with the SDSS DR7 text January 2013
On the environmental dependence of halo formation journal June 2004
Algorithm for the direct reconstruction of the dark matter correlation function from weak lensing and galaxy clustering text January 2010
Cosmic Shear Results from the deep lens Survey. ii. full Cosmological Parameter Constraints from Tomography journal June 2016
The Sloan Digital Sky Survey: Technical Summary journal September 2000
Cosmological parameter constraints from galaxy–galaxy lensing and galaxy clustering with the SDSS DR7 journal April 2013
From Galaxy‐Galaxy Lensing to Cosmological Parameters journal November 2006
Accurate and efficient halo-based galaxy clustering modelling with simulations journal March 2016
Introducing decorated HODs: modelling assembly bias in the galaxy–halo connection journal May 2016
Lensing is low: cosmology, galaxy formation or new physics? journal February 2017
The Concentration Dependence of the Galaxy–Halo Connection: Modeling Assembly bias with Abundance Matching journal December 2016
The accretion history of dark matter haloes – III. A physical model for the concentration–mass relation journal July 2015
Cosmological constraints from a combination of galaxy clustering and lensing – I. Theoretical framework journal February 2013
Spatial clustering of dark matter haloes: secondary bias, neighbour bias, and the influence of massive neighbours on halo properties journal January 2018
The Luminosity and Color Dependence of the Galaxy Correlation Function journal September 2005
Cosmological constraints from a combination of galaxy clustering and lensing – III. Application to SDSS data journal February 2013
Sdss-Iii: Massive Spectroscopic Surveys of the Distant Universe, the Milky way, and Extra-Solar Planetary Systems journal August 2011
Excursion set mass functions for hierarchical Gaussian fluctuations journal September 1991
A marked correlation function analysis of halo formation times in the Millennium Simulation journal April 2006
LUMINOUS RED GALAXY POPULATION IN CLUSTERS AT 0.2⩽ z ⩽0.6 journal May 2009
Galaxy Clustering in the Completed sdss Redshift Survey: the Dependence on Color and Luminosity journal July 2011
Galaxy clustering and galaxy-galaxy lensing: a promising union to constrain cosmological parameters journal April 2009
The Galaxy-Mass Correlation Function Measured from Weak Lensing in the Sloan Digital Sky Survey journal May 2004
The Rockstar Phase-Space Temporal halo Finder and the Velocity Offsets of Cluster Cores journal December 2012
The Seventh data Release of the Sloan Digital sky Survey journal May 2009
Galaxy clustering in the CFHTLS-Wide: the changing relationship between galaxies and haloes since z   ~  1.2 journal May 2012
Cosmological constraints from a combination of galaxy clustering and lensing – II. Fisher matrix analysis journal February 2013
Mapping stellar content to dark matter haloes using galaxy clustering and galaxy–galaxy lensing in the SDSS DR7 text January 2015
KiDS-450: cosmological parameter constraints from tomographic weak gravitational lensing journal November 2016
The Halo Occupation Distribution: Toward an Empirical Determination of the Relation between Galaxies and Mass journal August 2002
The Coyote Universe. ii. Cosmological Models and Precision Emulation of the Nonlinear Matter Power Spectrum journal October 2009
The Dependence of Halo Clustering on Halo Formation History, Concentration, and Occupation journal November 2006
Matplotlib: A 2D Graphics Environment journal January 2007
Dark Energy Survey year 1 results: Galaxy clustering for combined probes journal August 2018
Systematic errors in weak lensing: application to SDSS galaxy-galaxy weak lensing journal August 2005
The dark side of galaxy colour journal September 2013
Theoretical Models of the Halo Occupation Distribution: Separating Central and Satellite Galaxies journal November 2005
Mapping stellar content to dark matter haloes using galaxy clustering and galaxy–galaxy lensing in the SDSS DR7 journal October 2015
Environmental influences on dark matter haloes and consequences for the galaxies within them journal January 1999
Dark Energy Survey year 1 results: Galaxy-galaxy lensing journal August 2018
redMaGiC: selecting luminous red galaxies from the DES Science Verification data journal May 2016
The Weak Lensing Signal and the Clustering of BOSS Galaxies II: Astrophysical and Cosmological Constraints text January 2015
Planck 2015 results : XVI. Isotropy and statistics of the CMB journal September 2016
Mapping stellar content to dark matter haloes using galaxy clustering and galaxy–galaxy lensing in the SDSS DR7 text January 2015
A theoretical framework for combining techniques that probe the link between galaxies and dark matter text January 2011
Planck 2015 results : XXVI. The Second journal September 2016
The seventh data release of the sloan digital sky survey text January 2009
A theoretical framework for combining techniques that probe the link between galaxies and dark matter text January 2011
The Rockstar Phase-Space Temporal Halo Finder and the Velocity Offsets of Cluster Cores text January 2011
Cosmological Constraints from a Combination of Galaxy Clustering & Lensing -- II. Fisher Matrix Analysis text January 2012
Cosmological Constraints from a Combination of Galaxy Clustering and Lensing -- III. Application to SDSS Data text January 2012
Cosmological parameter constraints from galaxy-galaxy lensing and galaxy clustering with the SDSS DR7 text January 2012
The Baryon Oscillation Spectroscopic Survey of SDSS-III text January 2012
Galaxy Assembly Bias: A Significant Source of Systematic Error in the Galaxy-Halo Relationship text January 2013
The clustering of galaxies in the SDSS-III Baryon Oscillation Spectroscopic Survey: galaxy clustering measurements in the low redshift sample of Data Release 11 text January 2014
An exploration of galaxy-galaxy lensing and galaxy clustering in the Millennium-XXL simulation preprint January 2014
Planck 2015 results. XIII. Cosmological parameters text January 2015
Accurate and Efficient Halo-based Galaxy Clustering Modelling with Simulations text January 2015
redMaGiC: Selecting Luminous Red Galaxies from the DES Science Verification Data text January 2015
Improving Initial Conditions for Cosmological $N$-Body Simulations text January 2016
KiDS-450: Cosmological parameter constraints from tomographic weak gravitational lensing text January 2016
Dark Energy Survey Year 1 Results: Cosmological Constraints from Galaxy Clustering and Weak Lensing text January 2017
Dark Energy Survey Year 1 Results: Galaxy-Galaxy Lensing text January 2017
Dark Energy Survey Year 1 Results: Cosmological Constraints from Cosmic Shear text January 2017
Spatial Clustering of Dark Matter Halos: Secondary Bias, Neighbor Bias, and the Influence of Massive Neighbors on Halo Properties text January 2017
The Abacus Cosmos: A Suite of Cosmological N-body Simulations text January 2017
Theoretical Models of the Halo Occupation Distribution: Separating Central and Satellite Galaxies text January 2004
The Luminosity and Color Dependence of the Galaxy Correlation Function text January 2004
Systematic errors in weak lensing: application to SDSS galaxy-galaxy weak lensing text January 2005
From Galaxy-Galaxy Lensing to Cosmological Parameters text January 2005
The Dependence of Halo Clustering on Halo Formation History, Concentration, and Occupation text January 2005
Cosmological Model Predictions for Weak Lensing: Linear and Nonlinear Regimes text January 1996
Statistical Properties of X-ray Clusters: Analytic and Numerical Comparisons text January 1997
Power Spectrum Correlations Induced by Non-Linear Clustering text January 1999
The Nature of Galaxy Bias and Clustering text January 1999

Cited By (13)

The Aemulus Project. I. Numerical Simulations for Precision Cosmology journal April 2019
Cosmological Evidence Modelling: a new simulation-based approach to constrain cosmology on non-linear scales journal September 2019
How to optimally constrain galaxy assembly bias: supplement projected correlation functions with count-in-cells statistics journal June 2019
Dark Quest. I. Fast and Accurate Emulation of Halo Clustering Statistics and Its Application to Galaxy Clustering journal October 2019
Controlling and leveraging small-scale information in tomographic galaxy–galaxy lensing journal October 2019
The Aemulus Project. III. Emulation of the Galaxy Correlation Function journal March 2019
Basilisk: Bayesian hierarchical inference of the galaxy–halo connection using satellite kinematics – I. Method and validation journal July 2019
Cosmology with galaxy–galaxy lensing on non-perturbative scales: emulation method and application to BOSS LOWZ journal December 2019
The Aemulus Project III: Emulation of the Galaxy Correlation Function text January 2018
Dark Quest. I. Fast and Accurate Emulation of Halo Clustering Statistics and Its Application to Galaxy Clustering text January 2018
BASILISK: Bayesian Hierarchical Inference of the Galaxy-Halo Connection using Satellite Kinematics--I. Method and Validation text January 2019
Cosmological Evidence Modelling: a new simulation-based approach to constrain cosmology on non-linear scales text January 2019
Report from the Tri-Agency Cosmological Simulation Task Force text January 2020

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