Cosmology with galaxy-galaxy lensing on non-perturbative scales: Emulation method and application to BOSS LOWZ
arXiv:1907.06293 · doi:10.1093/mnras/stz3423
Abstract
We describe our nonlinear emulation (i.e., interpolation) framework that combines the halo occupation distribution (HOD) galaxy bias model with -body simulations of nonlinear structure formation, designed to accurately predict the projected clustering and galaxy-galaxy lensing signals from luminous red galaxies (LRGs) in the redshift range on comoving scales \hMpc. The interpolation accuracy is per cent across the entire physically plausible range of parameters for all scales considered. We correctly recover the true value of the cosmological parameter from mock measurements produced via subhalo abundance matching (SHAM)-based lightcones designed to approximately match the properties of the SDSS LOWZ galaxy sample. Applying our model to Baryon Oscillation Spectroscopic Survey (BOSS) Data Release 14 (DR14) LOWZ galaxy clustering and galaxy-shear cross-correlation measurements made with Sloan Digital Sky Survey (SDSS) Data Release 8 (DR8) imaging, we perform a prototype cosmological analysis marginalizing over CDM cosmological parameters and galaxy HOD parameters. We obtain a 4.4 per cent measurement of , in tension with the Planck cosmological results of . We discuss the possibility of underestimated systematic uncertainties or astrophysical effects that could explain this discrepancy.
arXiv commentUpdated to match accepted version
References in corpus (102)
- Planck 2015 results. XIII. Cosmological parameters
- A Universal Density Profile from Hierarchical Clustering
- Seven-Year Wilkinson Microwave Anisotropy Probe (WMAP) Observations: Cosmological Interpretation
- The cosmological simulation code GADGET-2
- Nine-Year Wilkinson Microwave Anisotropy Probe (WMAP) Observations: Cosmological Parameter Results
- The clustering of galaxies in the completed SDSS-III Baryon Oscillation Spectroscopic Survey: cosmological analysis of the DR12 galaxy sample
- The Eleventh and Twelfth Data Releases of the Sloan Digital Sky Survey: Final Data from SDSS-III
- Statistical Properties of X-ray Clusters: Analytic and Numerical Comparisons
- Baryonic Features in the Matter Transfer Function
- 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
- Toward a halo mass function for precision cosmology: the limits of universality
- Multimodal nested sampling: an efficient and robust alternative to MCMC methods for astronomical data analysis
- The Rockstar Phase-Space Temporal Halo Finder and the Velocity Offsets of Cluster Cores
- The Eighth Data Release of the Sloan Digital Sky Survey: First Data from SDSS-III
- Astrophysics Source Code Library
- Bayes in the sky: Bayesian inference and model selection in cosmology
- Dark Energy Survey Year 1 Results: Cosmological Constraints from Galaxy Clustering and Weak Lensing
- Analytic model for galaxy and dark matter clustering
- The Hyper Suprime-Cam SSP Survey: Overview and Survey Design
- KiDS-450: Cosmological parameter constraints from tomographic weak gravitational lensing
- Halo occupation numbers and galaxy bias
- The Large Scale Bias of Dark Matter Halos: Numerical Calibration and Model Tests
- MultiDark simulations: the story of dark matter halo concentrations and density profiles
- Halos and galaxies in the standard cosmological model: results from the Bolshoi simulation
- The Dark Side of the Halo Occupation Distribution
- The Halo Occupation Distribution: Towards an Empirical Determination of the Relation Between Galaxies and Mass
- The Luminosity and Color Dependence of the Galaxy Correlation Function
- Large-Scale Galaxy Bias
- Galaxy Clustering in the Completed SDSS Redshift Survey: The Dependence on Color and Luminosity
- How Many Galaxies Fit in a Halo? Constraints on Galaxy Formation Efficiency from Spatial Clustering
- Linking halo mass to galaxy luminosity
- The prior can generally only be understood in the context of the likelihood
- Spatial correlation function and pairwise velocity dispersion of galaxies: CDM models versus the Las Campanas Survey
- Shear calibration biases in weak lensing surveys
- CMB-S4 Science Book, First Edition
- Uncorrelated Modes of the Nonlinear Power Spectrum
- Cosmological parameter constraints from galaxy-galaxy lensing and galaxy clustering with the SDSS DR7
- The Zurich Extragalactic Bayesian Redshift Analyzer (ZEBRA) and its first application: COSMOS
- CosmoLike - Cosmological Likelihood Analyses for Photometric Galaxy Surveys
- The accretion history of dark matter halos III: A physical model for the concentration-mass relation
- The Coyote Universe II: Cosmological Models and Precision Emulation of the Nonlinear Matter Power Spectrum
- Cosmological Constraints from a Combination of Galaxy Clustering and Lensing -- I. Theoretical Framework
- Lensing is Low: Cosmology, Galaxy Formation, or New Physics?
- The clustering of galaxies in the SDSS-III Baryon Oscillation Spectroscopic Survey: Modeling the clustering and halo occupation distribution of BOSS-CMASS galaxies in the Final Data Release
- Cosmological -body simulations with suppressed variance
- 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
- The WiggleZ Dark Energy Survey: Direct constraints on blue galaxy intrinsic alignments at intermediate redshifts
- The Weak Lensing Signal and the Clustering of BOSS Galaxies II: Astrophysical and Cosmological Constraints
- FAST-PT: a novel algorithm to calculate convolution integrals in cosmological perturbation theory
- Optical-to-virial velocity ratios of local disk galaxies from combined kinematics and galaxy-galaxy lensing
- An algorithm for the direct reconstruction of the dark matter correlation function from weak lensing and galaxy clustering
- The Aemulus Project III: Emulation of the Galaxy Correlation Function
- Galaxy-galaxy lensing estimators and their covariance properties
- The clustering of galaxies at z~0.5 in the SDSS-III Data Release 9 BOSS-CMASS sample: a test for the LCDM cosmology
- Updated Bounds on Sum of Neutrino Masses in Various Cosmological Scenarios
- A New Method to Correct for Fiber Collisions in Galaxy Two-Point Statistics
- Weak lensing power spectra for precision cosmology: Multiple-deflection, reduced shear and lensing bias corrections
- The clustering of galaxies in the SDSS-III Baryon Oscillation Spectroscopic Survey: the low redshift sample
- Breaking the Degeneracies Between Cosmology and Galaxy Bias
- The Abacus Cosmos: A Suite of Cosmological N-body Simulations
- Linear and nonlinear contributions to pairwise peculiar velocities
- Cosmic Emulation: Fast Predictions for the Galaxy Power Spectrum
- Present and future evidence for evolving dark energy
- The impact of massive neutrinos on the abundance of massive clusters
- Analytic marginalization over CMB calibration and beam uncertainty
- Precision simulation of ground-based lensing data using observations from space
- Constraints on Assembly Bias from Galaxy Clustering
- Separating intrinsic alignment and galaxy-galaxy lensing
- The 3-point function in large scale structure: redshift distortions and galaxy bias
- From Galaxy-Galaxy Lensing to Cosmological Parameters
- Photometric redshift requirements for lens galaxies in galaxy-galaxy lensing analyses
- The Stripe 82 Massive Galaxy Project II: Stellar Mass Completeness of Spectroscopic Galaxy Samples from the Baryon Oscillation Spectroscopic Survey
- Cross-correlating Planck CMB lensing with SDSS: Lensing-lensing and galaxy-lensing cross-correlations
- An Efficient and Accurate Hybrid Method for Simulating Non-Linear Neutrino Structure
- On the validity of the Born approximation for beyond-Gaussian weak lensing observables
- Cosmological constraints from galaxy-lensing cross correlations using BOSS galaxies with SDSS and CMB lensing
- The Clustering of Galaxies in the SDSS-III DR10 Baryon Oscillation Spectroscopic Survey: No Detectable Colour Dependence of Distance Scale or Growth Rate Measurements
- Emulating galaxy clustering and galaxy-galaxy lensing into the deeply nonlinear regime: methodology, information, and forecasts
- Toward an accurate mass function for precision cosmology
- Reducing Noise in Cosmological N-body Simulations with Neutrinos
- How well do cosmological simulations reproduce individual-halo properties?
- Bayesian joint analysis of cluster weak lensing and Sunyaev-Zel'dovich effect data
- Probing gravity with a joint analysis of galaxy and CMB lensing and SDSS spectroscopy
- Bayesian `Hyper-Parameters' Approach to Joint Estimation: The Hubble Constant from CMB Measurements
- Applications of Bayesian model averaging to the curvature and size of the Universe
- The effects of assembly bias on cosmological inference from galaxy-galaxy lensing and galaxy clusters
- New perspectives on the BOSS small-scale lensing discrepancy for the Planck CDM Cosmology
- Joint Analysis of Gravitational Lensing, Clustering and Abundance: Toward the Unification of Large-Scale Structure Analysis
- Modeling the Very Small-Scale Clustering of Luminous Red Galaxies
- Controlling and leveraging small-scale information in tomographic galaxy-galaxy lensing
- Towards Accurate Modelling of Galaxy Clustering on Small Scales: Testing the Standard + Halo Model
- Luminous Red Galaxy Population in Clusters at
- Can Assembly Bias Explain the Lensing Amplitude of the BOSS CMASS Sample in a Planck Cosmology?
- Covariance matrices for galaxy cluster weak lensing: from virial regime to uncorrelated large-scale structure
- Application of Bayesian model averaging to measurements of the primordial power spectrum
- Using the Modified Nearest Neighbor Method to Correct Fiber-collision Effects on Galaxy Clustering
- An Improved Photometric Calibration of the Sloan Digital Sky Survey Imaging Data
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- The Cosmological -body Code
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- The cosmology dependence of galaxy clustering and lensing from a hybrid -body-perturbation theory model
- Consistent lensing and clustering in a low- Universe with BOSS, DES Year 3, HSC Year 1 and KiDS-1000
- Simulations and symmetries
- 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
- The Aemulus Project V: Cosmological constraint from small-scale clustering of BOSS galaxies
- Dark Energy Survey Year 3 Results: High-precision measurement and modeling of galaxy-galaxy lensing
- Matter Power Spectrum Emulator for f(R) Modified Gravity Cosmologies
- Cosmological cross-correlations and nearest neighbor distributions
- Aemulus : Precise Predictions for Matter and Biased Tracer Power Spectra in the Presence of Neutrinos
- A fast particle-mesh simulation of non-linear cosmological structure formation with massive neutrinos
- On the halo-mass and radial scale dependence of the lensing is low effect
- Investigating the Hubble Constant Tension -- Two Numbers in the Standard Cosmological Model
- Constraints on from a full-scale and full-shape analysis of redshift-space clustering and galaxy-galaxy lensing in BOSS
- Validating a minimal galaxy bias method for cosmological parameter inference using HSC-SDSS mock catalogs
- Machine Learning for Observational Cosmology
- Cosmological Evidence Modelling: a new simulation-based approach to constrain cosmology on non-linear scales
- Can Assembly Bias Explain the Lensing Amplitude of the BOSS CMASS Sample in a Planck Cosmology?
- CSST Cosmological Emulator I: Matter Power Spectrum Emulation with one percent accuracy to k = 10 h/Mpc
- An Analytic Hybrid Halo + Perturbation Theory Model for Small-scale Correlators: Baryons, Halos, and Galaxies
- Modeling assembly bias with machine learning and symbolic regression
- The Sejong Suite: Cosmological Hydrodynamical Simulations with Massive Neutrinos, Dark Radiation, and Warm Dark Matter
- Differentiable Predictions for Large Scale Structure with SHAMNet
- How do we optimally sample model grids of exoplanet spectra?
- Galaxy Clustering in the Mira-Titan Universe I: Emulators for the redshift space galaxy correlation function and galaxy-galaxy lensing
- Toward Accurate Modeling of Galaxy Clustering on Small Scales: Halo Model Extensions and Lingering Tension
- 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
- Self-calibrating optical galaxy cluster selection bias using cluster, galaxy, and shear cross-correlations
- CSST Cosmological Emulator II: Generalized Accurate Halo Mass Function Emulation
- Small scale clustering of BOSS galaxies: dependence on luminosity, color, age, stellar mass, specific star formation rate and other properties
- Is the large-scale structure traced by the BOSS LOWZ galaxies consistent with ?
- Dark Energy Survey Year 3 results: Galaxy-halo connection from galaxy-galaxy lensing
- Exploiting Non-linear Scales in Galaxy-Galaxy Lensing and Galaxy Clustering: A Forecast for the Dark Energy Survey
- The Two-infall Model Revisited: Constraints on Milky Way Bulge Assembly from >30,000 Galactic Chemical Evolution Models and Machine Learning