TNG: Effect of Baryonic Processes on Weak Lensing with IllustrisTNG Simulations
arXiv:2010.09731 · doi:10.1093/mnras/stab395
Abstract
We study the effect of baryonic processes on weak lensing (WL) observables with a suite of mock WL maps, the TNG, based on the cosmological hydrodynamic simulations IllustrisTNG. We quantify the baryonic effects on the WL angular power spectrum, one-point probability distribution function (PDF), and number counts of peaks and minima. We also show the redshift evolution of the effects, which is a key to distinguish the effect of baryons from fundamental physics such as dark energy, dark matter, and massive neutrinos. We find that baryonic processes reduce the small-scale power, suppress the tails of the PDF, peak and minimum counts, and change the total number of peaks and minima. We compare our results to existing semi-analytic models and hydrodynamic simulations, and discuss the source of discrepancies. The TNG suite includes 10,000 realisations of maps for 40 source redshifts up to , well covering the range of interest for existing and upcoming weak lensing surveys. We also produce the TNG-Dark suite of maps, generated based on the corresponding dark matter only IllustrisTNG simulations. Our mock maps are suitable for developing analytic models that incorporate the effect of baryons, but also particularly useful for studies that rely on mass maps, such as non-Gaussian statistics and machine learning with convolutional neural networks. The suite of mock maps is publicly available at Columbia Lensing (http://columbialensing.org).
arXiv comment11 pages, 8 figures, 3 tables, MNRAS in press, data available at http://columbialensing.org/
References in corpus (95)
- Planck 2015 results. XIII. Cosmological parameters
- The EAGLE project: Simulating the evolution and assembly of galaxies and their environments
- E pur si muove: Galiliean-invariant cosmological hydrodynamical simulations on a moving mesh
- Weak Gravitational Lensing
- Stable clustering, the halo model and nonlinear cosmological power spectra
- Halo Models of Large Scale Structure
- First results from the IllustrisTNG simulations: matter and galaxy clustering
- First results from the IllustrisTNG simulations: the stellar mass content of groups and clusters of galaxies
- First results from the IllustrisTNG simulations: the galaxy color bimodality
- Physical Models of Galaxy Formation in a Cosmological Framework
- Properties of galaxies reproduced by a hydrodynamic simulation
- First results from the IllustrisTNG simulations: A tale of two elements -- chemical evolution of magnesium and europium
- Dark Energy Survey Year 1 Results: Cosmological Constraints from Galaxy Clustering and Weak Lensing
- Revising the Halofit Model for the Nonlinear Matter Power Spectrum
- First results from the IllustrisTNG simulations: radio haloes and magnetic fields
- The Hyper Suprime-Cam SSP Survey: Overview and Survey Design
- Massive neutrinos and cosmology
- The Dark Energy Survey: more than dark energy - an overview
- KiDS-450: Cosmological parameter constraints from tomographic weak gravitational lensing
- Cosmology and Fundamental Physics with the Euclid Satellite
- LSST Science Book, Version 2.0
- Euclid Definition Study Report
- Dancing in the dark: galactic properties trace spin swings along the cosmic web
- The physics driving the cosmic star formation history
- KiDS-1000 Cosmology: Multi-probe weak gravitational lensing and spectroscopic galaxy clustering constraints
- Cosmology from cosmic shear power spectra with Subaru Hyper Suprime-Cam first-year data
- Cosmology with cosmic shear observations: a review
- The BAHAMAS project: Calibrated hydrodynamical simulations for large-scale structure cosmology
- The effects of galaxy formation on the matter power spectrum: A challenge for precision cosmology
- Weak Gravitational Lensing and its Cosmological Applications
- An accurate halo model for fitting non-linear cosmological power spectra and baryonic feedback models
- Weak lensing for precision cosmology
- Effects of Baryons and Dissipation on the Matter Power Spectrum
- Ray-tracing through the Millennium Simulation: Born corrections and lens-lens coupling in cosmic shear and galaxy-galaxy lensing
- Ray Tracing Simulations of Weak Lensing by Large-Scale Structure
- Quantifying the effect of baryon physics on weak lensing tomography
- The first and second data releases of the Kilo-Degree Survey
- The first-year shear catalog of the Subaru Hyper Suprime-Cam SSP Survey
- On the Cluster Physics of Sunyaev-Zel'dovich Surveys I: The Influence of Feedback, Non-thermal Pressure and Cluster Shapes on Y-M Scaling Relations
- A new method to quantify the effects of baryons on the matter power spectrum
- Quantifying baryon effects on the matter power spectrum and the weak lensing shear correlation
- Cosmology with the shear-peak statistics
- The BAHAMAS project: the CMB--large-scale structure tension and the roles of massive neutrinos and galaxy formation
- Modelling baryonic feedback for survey cosmology
- Exploring the effects of galaxy formation on matter clustering through a library of simulation power spectra
- Cosmology Constraints from the Weak Lensing Peak Counts and the Power Spectrum in CFHTLenS
- Full-sky Gravitational Lensing Simulation for Large-area Galaxy Surveys and Cosmic Microwave Background Experiments
- The Kinematic Sunyaev-Zel'dovich Effect with Projected Fields: A Novel Probe of the Baryon Distribution with Planck, WMAP, and WISE Data
- Cosmology constraints from shear peak statistics in Dark Energy Survey Science Verification data
- Cosmological constraints with deep learning from KiDS-450 weak lensing maps
- KiDS-450: Cosmological Constraints from Weak Lensing Peak Statistics - II: Inference from Shear Peaks using N-body Simulations
- Effect of baryonic feedback on two- and three-point shear statistics: prospects for detection and improved modelling
- Light Propagation in Arbitrary Spacetimes and the Gravitational Lens Approximation
- Probing Cosmology with Weak Lensing Peak Counts
- The Atacama Cosmology Telescope: Modeling the Gas Thermodynamics in BOSS CMASS galaxies from Kinematic and Thermal Sunyaev-Zel'dovich Measurements
- Non-Gaussian information from weak lensing data via deep learning
- MassiveNuS: Cosmological Massive Neutrino Simulations
- Simulating weak lensing by large scale structure
- Modeling baryonic physics in future weak lensing surveys
- Baryons, Neutrinos, Feedback and Weak Gravitational Lensing
- Accounting for baryonic effects in cosmic shear tomography: Determining a minimal set of nuisance parameters using PCA
- KiDS-450: Cosmological Constraints from Weak Lensing Peak Statistics-I: Inference from Analytical Prediction of High Signal-to-Noise Ratio Convergence Peaks
- Probability Distribution Functions of Cosmological Lensing: Convergence, Shear, and Magnification
- Cosmological Constraints From Weak Lensing Peak Statistics With CFHT Stripe 82 Survey
- Cosmological Information in Weak Lensing Peaks
- Weak lensing cosmology with convolutional neural networks on noisy data
- Modelling the large scale structure of the Universe as a function of cosmology and baryonic physics
- Constraining neutrino mass with tomographic weak lensing one-point probability distribution function and power spectrum
- Noisy weak-lensing convergence peak statistics near clusters of galaxies and beyond
- Cosmological Simulations for Combined-Probe Analyses: Covariance and Neighbour-Exclusion Bias
- Painting with baryons: augmenting N-body simulations with gas using deep generative models
- An analytic approach to number counts of weak-lensing peak detections
- Accounting for Baryons in Cosmological Constraints from Cosmic Shear
- Cosmic Shear Covariance Matrix in CDM: Cosmology Matters
- Impact of Baryonic Processes on Weak Lensing Cosmology: Power Spectrum, Non-Local Statistics, and Parameter Bias
- Baryon impact on weak lensing peaks and power spectrum: low-bias statistics and self-calibration in future surveys
- Simultaneous modelling of matter power spectrum and bispectrum in the presence of baryons
- Baryonic effects on the matter bispectrum
- Dark Energy Survey Year 1 Results: Constraining Baryonic Physics in the Universe
- CMB Lensing Beyond the Power Spectrum: Cosmological Constraints from the One-Point PDF and Peak Counts
- The Origin of Weak Lensing Convergence Peaks
- Sample variance in weak lensing: how many simulations are required?
- Consistency tests in cosmology using relative entropy
- Cosmological constraints from the convergence 1-point probability distribution
- Weak Lensing Minima and Peaks: Cosmological Constraints and the Impact of Baryons
- On the dissection of degenerate cosmologies with machine learning
- Accurate Analytic Model for the Weak Lensing Convergence One-Point Probability Distribution Function and its Auto-Covariance
- Effects of baryons on weak lensing peak statistics
- Constraining Cosmology with High Convergence Regions in Weak Lensing Surveys
- A gradient based method for modeling baryons and matter in halos of fast simulations
- Baryonic effects on weak-lensing two-point statistics and its cosmological implications
- Full-sky ray-tracing simulation of weak lensing using ELUCID simulations: exploring galaxy intrinsic alignment and cosmic shear correlations
- Weak lensing in the Horizon-AGN simulation lightcone. Small scale baryonic effects
- Cosmological model discrimination with Deep Learning
- Spoon or slide? The non-linear matter power spectrum in the presence of massive neutrinos
Cited by in corpus (25)
- Probabilistic Mass Mapping with Neural Score Estimation
- The MillenniumTNG Project: The impact of baryons and massive neutrinos on high-resolution weak gravitational lensing convergence maps
- Cosmology from weak lensing peaks and minima with Subaru Hyper Suprime-Cam survey first-year data
- The Impact of Baryons on Cosmological Inference from Weak Lensing Statistics
- Weak-Lensing Detection of Intracluster Filaments in the Coma Cluster
- Impact of baryons in cosmic shear analyses with tomographic aperture mass statistics
- Cosmological Studies from HSC-SSP Tomographic Weak Lensing Peak Abundances
- Cosmological constraints from weak lensing scattering transform using HSC Y1 data
- Minkowski Functionals in Joint Galaxy Clustering & Weak Lensing Analyses
- Cosmological constraints using Minkowski functionals from the first year data of the Hyper Suprime-Cam
- Comparing weak lensing peak counts in baryonic correction models to hydrodynamical simulations
- The FLAMINGO project: Baryonic impact on weak gravitational lensing convergence peak counts
- Forecasting the power of Higher Order Weak Lensing Statistics with automatically differentiable simulations
- Impact of baryonic feedback on HSC Y1 weak lensing non-Gaussian statistics
- Baryonic Post-Processing of N-body Simulations, with Application to Fast Radio Bursts
- Stage IV baryonic feedback correction for non-Gaussianity inference
- Impact of weak lensing on bright standard siren analyses
- Generative modelling for mass-mapping with fast uncertainty quantification
- Peaks in weak lensing mass maps for cluster astrophysics and cosmology
- Neural style transfer of weak lensing mass maps
- Cosmological constraints from HSC Y1 lensing convergence PDF
- Distribution-free uncertainty quantification for inverse problems: application to weak lensing mass mapping
- A Hamiltonian, post-Born, three-dimensional, on-the-fly ray tracing algorithm for gravitational lensing
- Denoising weak lensing mass maps with diffusion model: systematic comparison with generative adversarial network
- A plug-and-play approach with fast uncertainty quantification for weak lensing mass mapping