Five-percent measurements of the growth rate from simulation-based modelling of redshift-space clustering in BOSS LOWZ
arXiv:2101.12261 · doi:10.1093/mnras/stab3111
Abstract
We use a simulation-based modelling approach to analyse the anisotropic clustering of the BOSS LOWZ sample over the radial range to , significantly extending what is possible with a purely analytic modelling framework. Our full-scale analysis yields constraints on the growth of structure that are a factor of two more stringent than any other study on large scales at similar redshifts. We infer at , and at ; the corresponding CDM predictions of the Planck CMB analysis are and , respectively. Our results are thus consistent with Planck, but also follow the trend seen in previous low-redshift measurements of falling slightly below the CDM+CMB prediction. We find that small and large radial scales yield mutually consistent values of , but there are hints of small scales () preferring lower values for relative to larger scales. We analyse the constraining power of the full range of radial scales, finding that most of the multipole information about is contained in the scales . Evidently, once the cosmological information of the quasi-to-nonlinear regime has been harvested, large-scale modes contain only modest additional information about structure growth. Finally, we compare predictions for the galaxy-galaxy lensing amplitude of the two samples against measurements from SDSS and assess the lensing-is-low effect in light of our findings.
arXiv comment28 pages, 17 figures, submitted to MNRAS, comments welcome
References in corpus (128)
- Astropy: A Community Python Package for Astronomy
- The NumPy array: a structure for efficient numerical computation
- Planck 2015 results. XIII. Cosmological parameters
- The Structure of Cold Dark Matter Halos
- The clustering of galaxies in the completed SDSS-III Baryon Oscillation Spectroscopic Survey: cosmological analysis of the DR12 galaxy sample
- MultiNest: an efficient and robust Bayesian inference tool for cosmology and particle physics
- The clustering of galaxies in the SDSS-III Baryon Oscillation Spectroscopic Survey: Baryon Acoustic Oscillations in the Data Release 10 and 11 galaxy samples
- First results from the IllustrisTNG simulations: matter and galaxy clustering
- Multimodal nested sampling: an efficient and robust alternative to MCMC methods for astronomical data analysis
- X-ray spectral modelling of the AGN obscuring region in the CDFS: Bayesian model selection and catalogue
- The Rockstar Phase-Space Temporal Halo Finder and the Velocity Offsets of Cluster Cores
- The Sixteenth Data Release of the Sloan Digital Sky Surveys: First Release from the APOGEE-2 Southern Survey and Full Release of eBOSS Spectra
- Dark Energy Survey Year 1 Results: Cosmological Constraints from Galaxy Clustering and Weak Lensing
- Tensions between the Early and the Late Universe
- Analytic model for galaxy and dark matter clustering
- Spectroscopic Target Selection for the Sloan Digital Sky Survey: The Luminous Red Galaxy Sample
- Importance Nested Sampling and the MultiNest Algorithm
- The Halo Occupation Distribution: Towards an Empirical Determination of the Relation Between Galaxies and Mass
- Why your model parameter confidences might be too optimistic -- unbiased estimation of the inverse covariance matrix
- Large-Scale Galaxy Bias
- The Connection between Galaxies and their Dark Matter Halos
- Modeling Luminosity-Dependent Galaxy Clustering Through Cosmic Time
- KiDS-1000 Cosmology: Cosmic shear constraints and comparison between two point statistics
- Reconstructing the linear power spectrum of cosmological mass fluctuations
- Properties of Galaxy Groups in the SDSS: I.-- The Dependence of Colour, Star Formation, and Morphology on Halo Mass
- Constraining Galaxy Formation and Cosmology with the Conditional Luminosity Function of Galaxies
- Galaxy Evolution from Halo Occupation Distribution Modeling of DEEP2 and SDSS Galaxy Clustering
- Planck evidence for a closed Universe and a possible crisis for cosmology
- Redshift-Space Distortions, Pairwise Velocities and Nonlinearities
- Cosmology from cosmic shear power spectra with Subaru Hyper Suprime-Cam first-year data
- The 6dF Galaxy Survey: z \approx 0 measurement of the growth rate and sigma_8
- The WiggleZ Dark Energy Survey: the growth rate of cosmic structure since redshift z=0.9
- The effects of galaxy formation on the matter power spectrum: A challenge for precision cosmology
- Baryon Acoustic Oscillations in 2D: Modeling Redshift-space Power Spectrum from Perturbation Theory
- Effects of Baryons and Dissipation on the Matter Power Spectrum
- Curvature tension: evidence for a closed universe
- Interpreting large-scale redshift-space distortion measurements
- The Physics of Galaxy Clustering I: A Model for Subhalo Populations
- The Neutrino Puzzle: Anomalies, Interactions, and Cosmological Tensions
- The Completed SDSS-IV extended Baryon Oscillation Spectroscopic Survey: BAO and RSD measurements from anisotropic clustering analysis of the Quasar Sample in configuration space between redshift 0.8 and 2.2
- Early Dark Energy Does Not Restore Cosmological Concordance
- The Completed SDSS-IV extended Baryon Oscillation Spectroscopic Survey: measurement of the BAO and growth rate of structure of the luminous red galaxy sample from the anisotropic correlation function between redshifts 0.6 and 1
- The Coyote Universe I: Precision Determination of the Nonlinear Matter Power Spectrum
- The CAMELS project: Cosmology and Astrophysics with MachinE Learning Simulations
- Cosmological parameter constraints from galaxy-galaxy lensing and galaxy clustering with the SDSS DR7
- Towards a Concordant Model of Halo Occupation Statistics
- The Clustering of the SDSS Main Galaxy Sample II: Mock galaxy catalogues and a measurement of the growth of structure from Redshift Space Distortions at
- The clustering of galaxies in the completed SDSS-III Baryon Oscillation Spectroscopic Survey: Observational systematics and baryon acoustic oscillations in the correlation function
- Constraining Early Dark Energy with Large-Scale Structure
- Galaxy And Mass Assembly (GAMA): improved cosmic growth measurements using multiple tracers of large-scale structure
- Towards an accurate model of the redshift space clustering of halos in the quasilinear regime
- Convolution Lagrangian perturbation theory for biased tracers
- Lensing is Low: Cosmology, Galaxy Formation, or New Physics?
- A 2.5% measurement of the growth rate from small-scale redshift space clustering of SDSS-III CMASS galaxies
- Putting the Precision in Precision Cosmology: How accurate should your data covariance matrix be?
- Dark Quest. I. Fast and Accurate Emulation of Halo Clustering Statistics and Its Application to Galaxy Clustering
- Constraining the Self-Interacting Neutrino Interpretation of the Hubble Tension
- Galaxy Assembly Bias: A Significant Source of Systematic Error in the Galaxy-Halo Relationship
- The influence of baryons on the clustering of matter and weak lensing surveys
- Late universe decaying dark matter can relieve the H_0 tension
- The Completed SDSS-IV extended Baryon Oscillation Spectroscopic Survey: measurement of the BAO and growth rate of structure of the emission line galaxy sample from the anisotropic power spectrum between redshift 0.6 and 1.1
- The impact of baryons on the matter power spectrum from the Horizon-AGN cosmological hydrodynamical simulation
- Cosmological Constraints from a Combination of Galaxy Clustering and Lensing -- III. Application to SDSS Data
- Introducing Decorated HODs: modeling assembly bias in the galaxy-halo connection
- The Atacama Cosmology Telescope: Combined kinematic and thermal Sunyaev-Zel'dovich measurements from BOSS CMASS and LOWZ halos
- The Hubble Tension in Light of the Full-Shape Analysis of Large-Scale Structure Data
- The Aemulus Project I: Numerical Simulations for Precision Cosmology
- Probing Dark Matter Haloes with Satellite Kinematics
- The Concentration Dependence of the Galaxy-Halo Connection: Modeling Assembly Bias with Abundance Matching
- The Atacama Cosmology Telescope: Modeling the Gas Thermodynamics in BOSS CMASS galaxies from Kinematic and Thermal Sunyaev-Zel'dovich 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
- Forward Modeling of Large-Scale Structure: An open-source approach with Halotools
- The Zeldovich approximation
- A New Method to Correct for Fiber Collisions in Galaxy Two-Point Statistics
- Velocity Bias from the Small Scale Clustering of SDSS-III BOSS Galaxies
- Constraining Anisotropic Baryon Oscillations
- Modelling galaxy clustering: halo occupation distribution versus subhalo matching
- The clustering of galaxies in the SDSS-III Baryon Oscillation Spectroscopic Survey: the low redshift sample
- Analytic Prediction of Baryonic Effects from the EFT of Large Scale Structures
- Limitations to the "basic'' HOD model and beyond
- The effect of baryons on redshift space distortions and cosmic density and velocity fields in the EAGLE simulation
- An analytic model for redshift-space distortions
- Cosmic Emulation: Fast Predictions for the Galaxy Power Spectrum
- The Phase-Space Parameters of Brightest Halo Galaxies
- Implications of a transition in the dark energy equation of state for the and tensions
- Distribution function approach to redshift space distortions
- Constraints on Assembly Bias from Galaxy Clustering
- UNIT project: Universe -body simulations for the Investigation of Theoretical models from galaxy surveys
- Connecting massive galaxies to dark matter halos in BOSS - I. Is galaxy color a stochastic process in high-mass halos?
- Dissecting and Modelling Galaxy Assembly Bias
- Cosmological Constraints from a Combination of Galaxy Clustering & Lensing -- II. Fisher Matrix Analysis
- The Stripe 82 Massive Galaxy Project II: Stellar Mass Completeness of Spectroscopic Galaxy Samples from the Baryon Oscillation Spectroscopic Survey
- Luminous Red Galaxies in Clusters: Central Occupation, Spatial Distributions, and Mis-centering
- Tidal alignments as a contaminant of redshift space distortions
- Statistics of Dark Matter Substructure: III. Halo-to-Halo Variance
- Evidence for galaxy assembly bias in BOSS CMASS redshift-space galaxy correlation function
- Tests of redshift-space distortions models in configuration space for the analysis of the BOSS final data release
- Cosmological constraints from galaxy-lensing cross correlations using BOSS galaxies with SDSS and CMB lensing
- Distribution function approach to redshift space distortions, Part III: halos and galaxies
- Accurate and Efficient Halo-based Galaxy Clustering Modelling with Simulations
- Emulating galaxy clustering and galaxy-galaxy lensing into the deeply nonlinear regime: methodology, information, and forecasts
- Cosmology with galaxy-galaxy lensing on non-perturbative scales: Emulation method and application to BOSS LOWZ
- New perspectives on the BOSS small-scale lensing discrepancy for the Planck CDM Cosmology
- Updated Results on the Galaxy-Halo Connection from Satellite Kinematics in SDSS
- On the halo-mass and radial scale dependence of the lensing is low effect
- The Incomplete Conditional Stellar Mass Function: Unveiling the Stellar Mass Functions of Galaxies at 0.1 < Z < 0.8 from BOSS Observations
- Detection of anisotropic galaxy assembly bias in BOSS DR12
- Integrated Perturbation Theory and One-loop Power Spectra of Biased Tracers
- Testing the Accuracy of Halo Occupation Distribution Modelling using Hydrodynamic Simulations
- Cosmology with Stacked Cluster Weak Lensing and Cluster-Galaxy Cross-Correlations
- No evidence for modifications of gravity from galaxy motions on cosmological scales
- Properties and Origin of Galaxy Velocity Bias in the Illustris Simulation
- Towards Accurate Modelling of Galaxy Clustering on Small Scales: Testing the Standard + Halo Model
- Semi-analytic galaxy formation in f(R)-gravity cosmologies
- Extensions to the halo occupation distribution model for more accurate clustering predictions
- DES Y1 results: Splitting growth and geometry to test CDM
- 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?
- The effects of halo alignment and shape on the clustering of galaxies
- The Effects of Galaxy Assembly Bias on the Inference of Growth Rate from Redshift-Space Distortions
- Fundamental Plane of BOSS galaxies: Correlations with galaxy properties, density field and impact on RSD measurements
- Reducing the Variance of Redshift Space Distortion Measurements from Mock Galaxy Catalogues with Different Lines of Sight
- The Effect of Assembly Bias on Redshift Space Distortions
- On the "Lensing is Low" of BOSS Galaxies
- Looking at the relation between haloes and galaxies under the lens
- Decorrelating the errors of the galaxy correlation function with compact transformation matrices
- Comment on "Bayesian evidence: can we beat MultiNest using traditional MCMC methods", by Rutger van Haasteren (arXiv:0911.2150)
Cited by in corpus (23)
- The High Latitude Spectroscopic Survey on the Nancy Grace Roman Space Telescope
- AbacusHOD: A highly efficient extended multi-tracer HOD framework and its application to BOSS and eBOSS data
- Cosmological Analysis of Three-Dimensional BOSS Galaxy Clustering and Planck CMB Lensing Cross Correlations via Lagrangian Perturbation Theory
- Stringent constraints from small-scale galaxy clustering using a hybrid MCMC+emulator framework
- Going Beyond the Galaxy Power Spectrum: an Analysis of BOSS Data with Wavelet Scattering Transforms
- The Aemulus Project V: Cosmological constraint from small-scale clustering of BOSS galaxies
- The Bacco Simulation Project: Bacco Hybrid Lagrangian Bias Expansion Model in Redshift Space
- Accurate predictions from small boxes: variance suppression via the Zel'dovich approximation
- The completed SDSS-IV extended Baryon Oscillation Spectroscopic Survey: measurement of the growth rate of structure from the small-scale clustering of the luminous red galaxy sample
- The MillenniumTNG Project: Inferring cosmology from galaxy clustering with accelerated N-body scaling and subhalo abundance matching
- Diffstar: A Fully Parametric Physical Model for Galaxy Assembly History
- Evidence of Galaxy Assembly Bias in SDSS DR7 Galaxy Samples from Count Statistics
- The Aemulus Project VI: Emulation of beyond-standard galaxy clustering statistics to improve cosmological constraints
- Modeling Redshift-Space Clustering with Abundance Matching
- RSD measurements from BOSS galaxy power spectrum using the halo perturbation theory model
- Full forward model of galaxy clustering statistics with AbacusSummit lightcones
- Galaxy clustering from the bottom up: A Streaming Model emulator I
- Toward Accurate Modeling of Galaxy Clustering on Small Scales: Halo Model Extensions and Lingering Tension
- Phenomenological power spectrum models for H emission line galaxies from the Nancy Grace Roman Space Telescope
- Testing General Relativity with Cosmological Large Scale Structure
- Galaxy Velocity Bias in Cosmological Simulations: Towards Percent-level Calibration
- The Covariance of Photometric and Spectroscopic Two-Point Statistics: Implications for Cosmological Parameter Inference
- Testing Large-Scale Structure Measurements Against Fisher Matrix Predictions