Emulating galaxy clustering and galaxy-galaxy lensing into the deeply nonlinear regime: methodology, information, and forecasts
arXiv:1709.07099 · doi:10.1093/mnras/sty2258
Abstract
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. We show that extending clustering+GGL analyses from the linear regime down to 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 and galaxy-matter cross-correlation as a function of , , 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 arcmin). Using tangential shear and projected correlation function measurements over Mpc yields a 1.8% constraint on the parameter combination , a factor of two better than a constraint that excludes non-linear scales ( Mpc, Mpc for ). Much of this improvement comes from the non-linear clustering information, which breaks degeneracies among HOD parameters that would otherwise degrade the inference of matter clustering from GGL. Increasing the effective source density to arcmin sharpens the constraint on by a further factor of two. With robust modeling into the non-linear regime, low-redshift measurements of matter clustering at the 1-percent level with clustering+GGL alone are well within reach of current data sets such as those provided by the Dark Energy Survey.
arXiv comment23 pages, 7 figures
References in corpus (68)
- Planck 2015 results. XIII. Cosmological parameters
- The Sloan Digital Sky Survey: Technical Summary
- A Universal Density Profile from Hierarchical Clustering
- The Seventh Data Release of the Sloan Digital Sky Survey
- Statistical Properties of X-ray Clusters: Analytic and Numerical Comparisons
- SDSS-III: Massive Spectroscopic Surveys of the Distant Universe, the Milky Way Galaxy, and Extra-Solar Planetary Systems
- The Baryon Oscillation Spectroscopic Survey of SDSS-III
- The Rockstar Phase-Space Temporal Halo Finder and the Velocity Offsets of Cluster Cores
- Observational Probes of Cosmic Acceleration
- Astrophysics Source Code Library
- Dark Energy Survey Year 1 Results: Cosmological Constraints from Galaxy Clustering and Weak Lensing
- The Hyper Suprime-Cam SSP Survey: Overview and Survey Design
- KiDS-450: Cosmological parameter constraints from tomographic weak gravitational lensing
- 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
- Galaxy Clustering in the Completed SDSS Redshift Survey: The Dependence on Color and Luminosity
- CFHTLenS: The Canada-France-Hawaii Telescope Lensing Survey
- The age dependence of halo clustering
- Dark Energy Survey Year 1 Results: Cosmological Constraints from Cosmic Shear
- The Dependence of Halo Clustering on Halo Formation History, Concentration, and Occupation
- The Nature of Galaxy Bias and Clustering
- Sample Variance Considerations for Cluster Surveys
- On the environmental dependence of halo formation
- Cosmological Model Predictions for Weak Lensing: Linear and Nonlinear Regimes
- Systematic errors in weak lensing: application to SDSS galaxy-galaxy weak lensing
- The Galaxy-mass Correlation Function Measured from Weak Lensing in the SDSS
- Cosmological parameter constraints from galaxy-galaxy lensing and galaxy clustering with the SDSS DR7
- The accretion history of dark matter halos III: A physical model for the concentration-mass relation
- Density profiles of galaxy groups and clusters from SDSS galaxy-galaxy weak lensing
- The Coyote Universe II: Cosmological Models and Precision Emulation of the Nonlinear Matter Power Spectrum
- Power Spectrum Correlations Induced by Non-Linear Clustering
- Cosmological Constraints from a Combination of Galaxy Clustering and Lensing -- I. Theoretical Framework
- A marked correlation function analysis of halo formation times in the Millennium Simulation
- Lensing is Low: Cosmology, Galaxy Formation, or New Physics?
- redMaGiC: Selecting Luminous Red Galaxies from the DES Science Verification Data
- Galaxy Assembly Bias: A Significant Source of Systematic Error in the Galaxy-Halo Relationship
- The Dark Side of Galaxy Color
- Power Spectrum Covariance of Weak Gravitational Lensing
- Mapping stellar content to dark matter halos using galaxy clustering and galaxy-galaxy lensing in the SDSS DR7
- Galaxy Clustering & Galaxy-Galaxy Lensing: A Promising Union to Constrain Cosmological Parameters
- Cosmological Constraints from a Combination of Galaxy Clustering and Lensing -- III. Application to SDSS Data
- Galaxy clustering in the CFHTLS-Wide: the changing relationship between galaxies and haloes since z ~ 1.2
- Introducing Decorated HODs: modeling assembly bias in the galaxy-halo connection
- Dark Energy Survey Year 1 Results: Galaxy clustering for combined probes
- The Weak Lensing Signal and the Clustering of BOSS Galaxies II: Astrophysical and Cosmological Constraints
- An algorithm for the direct reconstruction of the dark matter correlation function from weak lensing and galaxy clustering
- The Concentration Dependence of the Galaxy-Halo Connection: Modeling Assembly Bias with Abundance Matching
- A theoretical framework for combining techniques that probe the link between galaxies and dark matter
- The clustering of galaxies in the SDSS-III Baryon Oscillation Spectroscopic Survey: galaxy clustering measurements in the low redshift sample of Data Release 11
- Galaxy-galaxy lensing estimators and their covariance properties
- Dark Energy Survey Year 1 Results: Galaxy-Galaxy Lensing
- The clustering of galaxies in the SDSS-III Baryon Oscillation Spectroscopic Survey: the low redshift sample
- The Abacus Cosmos: A Suite of Cosmological N-body Simulations
- The impact of baryonic processes on the two-point correlation functions of galaxies, subhaloes and matter
- Cosmic Shear Results from the Deep Lens Survey - II: Full Cosmological Parameter Constraints from Tomography
- Constraints on the mass-richness relation from the abundance and weak lensing of SDSS clusters
- The clustering of galaxies in the SDSS-III Baryon Oscillation Spectroscopic Survey: modeling of the luminosity and colour dependence in the Data Release 10
- Spatial Clustering of Dark Matter Halos: Secondary Bias, Neighbor Bias, and the Influence of Massive Neighbors on Halo Properties
- From Galaxy-Galaxy Lensing to Cosmological Parameters
- Improving Initial Conditions for Cosmological -Body Simulations
- Cosmological Constraints from a Combination of Galaxy Clustering & Lensing -- II. Fisher Matrix Analysis
- On Combining Galaxy Clustering and Weak Lensing to Unveil Galaxy Biasing via the Halo Model
- Accurate and Efficient Halo-based Galaxy Clustering Modelling with Simulations
- The effects of assembly bias on cosmological inference from galaxy-galaxy lensing and galaxy clusters
- Joint Analysis of Gravitational Lensing, Clustering and Abundance: Toward the Unification of Large-Scale Structure Analysis
- Luminous Red Galaxy Population in Clusters at
- Cosmological dependence of the measurements of luminosity function, projected clustering and galaxy-galaxy lensing signal
Cited by in corpus (46)
- The Quijote simulations
- Dark Quest. I. Fast and Accurate Emulation of Halo Clustering Statistics and Its Application to Galaxy Clustering
- The BACCO Simulation Project: Exploiting the full power of large-scale structure for cosmology
- The Aemulus Project I: Numerical Simulations for Precision Cosmology
- Constraining with the Bispectrum I: Breaking Parameter Degeneracies
- The Aemulus Project III: Emulation of the Galaxy Correlation Function
- The Cosmological -body Code
- Constraining with the Bispectrum II: The Total Information Content of the Galaxy Bispectrum
- AbacusHOD: A highly efficient extended multi-tracer HOD framework and its application to BOSS and eBOSS data
- The cosmology dependence of galaxy clustering and lensing from a hybrid -body-perturbation theory model
- Dissecting and Modelling Galaxy Assembly Bias
- 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
- Cosmological constraints from galaxy-lensing cross correlations using BOSS galaxies with SDSS and CMB lensing
- Unveiling Galaxy Bias via the Halo Model, KiDS and GAMA
- The Aemulus Project V: Cosmological constraint from small-scale clustering of BOSS galaxies
- Cosmology with galaxy-galaxy lensing on non-perturbative scales: Emulation method and application to BOSS LOWZ
- The BACCO simulation project: biased tracers in real space
- KiDS-1000: Combined halo-model cosmology constraints from galaxy abundance, galaxy clustering and galaxy-galaxy lensing
- Cosmic web dependence of galaxy clustering and quenching in SDSS
- Elucidating Galaxy Assembly Bias in SDSS
- New perspectives on the BOSS small-scale lensing discrepancy for the Planck CDM Cosmology
- Aemulus : Precise Predictions for Matter and Biased Tracer Power Spectra in the Presence of Neutrinos
- On the halo-mass and radial scale dependence of the lensing is low effect
- Constraints on from a full-scale and full-shape analysis of redshift-space clustering and galaxy-galaxy lensing in BOSS
- Controlling and leveraging small-scale information in tomographic galaxy-galaxy lensing
- Cosmology with Stacked Cluster Weak Lensing and Cluster-Galaxy Cross-Correlations
- Simulating intergalactic gas for DESI-like small scale Lymanα forest observations
- How to Optimally Constrain Galaxy Assembly Bias: Supplement Projected Correlation Functions with Count-in-cells Statistics
- Cosmological Evidence Modelling: a new simulation-based approach to constrain cosmology on non-linear scales
- Responses of Halo Occupation Distributions: a new ingredient in the halo model & the impact on galaxy bias
- Modelling galaxy clustering in redshift space with a Lagrangian bias formalism and -body simulations
- Euclid preparation. XLI. Galaxy power spectrum modelling in real space
- The Effects of Galaxy Assembly Bias on the Inference of Growth Rate from Redshift-Space Distortions
- The Aemulus Project VI: Emulation of beyond-standard galaxy clustering statistics to improve cosmological constraints
- An Analytic Hybrid Halo + Perturbation Theory Model for Small-scale Correlators: Baryons, Halos, and Galaxies
- Galaxy Clustering in the Mira-Titan Universe I: Emulators for the redshift space galaxy correlation function and galaxy-galaxy lensing
- BASILISK: Bayesian Hierarchical Inference of the Galaxy-Halo Connection using Satellite Kinematics--I. Method and Validation
- Dark Energy Survey Year 3 Results: Constraints on cosmological parameters and galaxy bias models from galaxy clustering and galaxy-galaxy lensing using the redMaGiC sample
- Small scale clustering of BOSS galaxies: dependence on luminosity, color, age, stellar mass, specific star formation rate and other properties
- A Framework for Measuring Weak-Lensing Magnification Using the Fundamental Plane
- Conditional Colour-Magnitude Distribution of Central Galaxies in Galaxy Formation Models
- Cosmological perturbation theory for large scale structure in phase space
- Aemulus : Precision halo mass functions in wCDM cosmologies
- Exploiting Non-linear Scales in Galaxy-Galaxy Lensing and Galaxy Clustering: A Forecast for the Dark Energy Survey