A 1% accurate method to include baryonic effects in galaxy-galaxy lensing models
arXiv:2412.08623 · doi:10.1093/mnras/staf1951
Abstract
Galaxy clustering and galaxy-galaxy lensing are two of the main observational probes in Stage-IV large-scale structure surveys. Unfortunately, the complicated relationship between galaxies and matter limits the exploitation of this data. Galaxy bias models -- such as the hybrid Lagrangian bias expansion -- allow describing galaxy clustering down to scales as small as /Mpc. However, the galaxy-matter cross-power spectra are already affected by baryons on these scales, directly impacting the modelling of galaxy-galaxy lensing. We propose to extend models of the galaxy-matter cross-power spectrum (currently only accounting for dark matter) by including a baryonic correction inferred from the matter component (), so that . We use the FLAMINGO simulations to measure the effect of baryons on the galaxy-matter cross-power spectrum and to assess the performance of our model. We perform a Bayesian analysis of synthetic data, implementing a model based on BACCO's hybrid Lagrangian bias expansion (for the nonlinear galaxy bias) and Baryon Correction Model. Ignoring baryons in the galaxy-matter cross-power spectrum leads to a biased inference of the galaxy bias, while ignoring baryons in both the galaxy-matter and matter-matter power spectra leads to a biased inference of both the galaxy bias and cosmological parameters. In contrast, our method is 1% accurate compared to all physics variations in FLAMINGO and on all scales described by hybrid perturbative models (/Mpc). Moreover, our model leads to inferred bias and cosmological parameters compatible within 1 with their reference values. We anticipate that our method will be a promising candidate for analysing forthcoming Stage-IV survey data.
21 pages, 12 figures
References in corpus (59)
- MultiNest: an efficient and robust Bayesian inference tool for cosmology and particle physics
- First results from the IllustrisTNG simulations: matter and galaxy clustering
- X-ray spectral modelling of the AGN obscuring region in the CDFS: Bayesian model selection and catalogue
- Dark Energy Survey Year 3 Results: Cosmological Constraints from Galaxy Clustering and Weak Lensing
- Cosmological simulations of the growth of supermassive black holes and feedback from active galactic nuclei: method and tests
- Large-Scale Galaxy Bias
- Cosmological Non-Linearities as an Effective Fluid
- Evolution of structure in cold dark matter universes
- The effects of galaxy formation on the matter power spectrum: A challenge for precision cosmology
- The Cosmological Analysis of the SDSS/BOSS data from the Effective Field Theory of Large-Scale Structure
- Cosmological Parameters from the BOSS Galaxy Power Spectrum
- HMcode-2020: Improved modelling of non-linear cosmological power spectra with baryonic feedback
- Quantifying the effect of baryon physics on weak lensing tomography
- The FLAMINGO project: cosmological hydrodynamical simulations for large-scale structure and galaxy cluster surveys
- Accurate Estimators of Correlation Functions in Fourier Space
- A new method to quantify the effects of baryons on the matter power spectrum
- The BACCO Simulation Project: Exploiting the full power of large-scale structure for cosmology
- Quantifying baryon effects on the matter power spectrum and the weak lensing shear correlation
- The impact of baryons on the matter power spectrum from the Horizon-AGN cosmological hydrodynamical simulation
- Blinded challenge for precision cosmology with large-scale structure: results from effective field theory for the redshift-space galaxy power spectrum
- Efficient Cosmological Analysis of the SDSS/BOSS data from the Effective Field Theory of Large-Scale Structure
- Exploring the effects of galaxy formation on matter clustering through a library of simulation power spectra
- Effect of baryonic feedback on two- and three-point shear statistics: prospects for detection and improved modelling
- Consistent Modeling of Velocity Statistics and Redshift-Space Distortions in One-Loop Perturbation Theory
- Modeling baryonic physics in future weak lensing surveys
- Accounting for baryonic effects in cosmic shear tomography: Determining a minimal set of nuisance parameters using PCA
- The effect of baryons on redshift space distortions and cosmic density and velocity fields in the EAGLE simulation
- SWIFT: A modern highly-parallel gravity and smoothed particle hydrodynamics solver for astrophysical and cosmological applications
- The Gaussian streaming model and Lagrangian effective field theory
- The impact of baryonic processes on the two-point correlation functions of galaxies, subhaloes and matter
- Accurate estimators of power spectra in N-body simulations
- Hunting for Galaxies and Halos in simulations with VELOCIraptor
- Modelling the large scale structure of the Universe as a function of cosmology and baryonic physics
- The cosmology dependence of galaxy clustering and lensing from a hybrid -body-perturbation theory model
- Emulation of baryonic effects on the matter power spectrum and constraints from galaxy cluster data
- Sphenix: Smoothed Particle Hydrodynamics for the next generation of galaxy formation simulations
- Simulations and symmetries
- The impact of the observed baryon distribution in haloes on the total matter power spectrum
- On the reach of perturbative descriptions for dark matter displacement fields
- Painting with baryons: augmenting N-body simulations with gas using deep generative models
- The separate and combined effects of baryon physics and neutrino free-streaming on large-scale structure
- DES Y3 cosmic shear down to small scales: constraints on cosmology and baryons
- The contributions of matter inside and outside of haloes to the matter power spectrum
- Simultaneous modelling of matter power spectrum and bispectrum in the presence of baryons
- The BACCO simulation project: biased tracers in real space
- SP(k) -- A hydrodynamical simulation-based model for the impact of baryon physics on the non-linear matter power spectrum
- Constraining the Baryonic Feedback with Cosmic Shear Using the DES Year-3 Small-Scale Measurements
- Aemulus : Precise Predictions for Matter and Biased Tracer Power Spectra in the Presence of Neutrinos
- The Bacco Simulation Project: Bacco Hybrid Lagrangian Bias Expansion Model in Redshift Space
- Accelerating Large-Scale-Structure data analyses by emulating Boltzmann solvers and Lagrangian Perturbation Theory
- Priors on Lagrangian bias parameters from galaxy formation modelling
- Baryonic effects on weak-lensing two-point statistics and its cosmological implications
- The galaxy formation origin of the lensing is low problem
- Rapid simulation rescaling from standard to modified gravity models
- Analytic Gaussian Covariance Matrices for Galaxy -Point Correlation Functions
- Consistent and simultaneous modelling of galaxy clustering and galaxy-galaxy lensing with Subhalo Abundance Matching
- The clustering of baryonic matter. I: a halo-model approach
- How do baryonic effects on the cosmic matter distribution vary with scale and local density environment?
- Cosmological constraints from the full-shape galaxy power spectrum in SDSS-III BOSS using the BACCO hybrid Lagrangian bias emulator