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Galaxy blending effects in deep imaging cosmic shear probes of cosmology

Journal Article · · Monthly Notices of the Royal Astronomical Society
ABSTRACT

Upcoming deep imaging surveys such as the Vera C. Rubin Observatory Legacy Survey of Space and Time will be confronted with challenges that come with increased depth. One of the leading systematic errors in deep surveys is the blending of objects due to higher surface density in the more crowded images; a considerable fraction of the galaxies which we hope to use for cosmology analyses will overlap each other on the observed sky. In order to investigate these challenges, we emulate blending in a mock catalogue consisting of galaxies at a depth equivalent to 1.3 yr of the full 10-yr Rubin Observatory that includes effects due to weak lensing, ground-based seeing, and the uncertainties due to extraction of catalogues from imaging data. The emulated catalogue indicates that approximately 12 per cent of the observed galaxies are ‘unrecognized’ blends that contain two or more objects but are detected as one. Using the positions and shears of half a billion distant galaxies, we compute shear–shear correlation functions after selecting tomographic samples in terms of both spectroscopic and photometric redshift bins. We examine the sensitivity of the cosmological parameter estimation to unrecognized blending employing both jackknife and analytical Gaussian covariance estimators. An ∼0.025 decrease in the derived structure growth parameter S8 = σ8(Ωm/0.3)0.5 is seen due to unrecognized blending in both tomographies with a slight additional bias for the photo-z-based tomography. This bias is greater than the 2σ statistical error in measuring S8.

Sponsoring Organization:
USDOE
Grant/Contract Number:
SC0009999; AC02-76SF00515; AC02-05CH11231
OSTI ID:
1876121
Alternate ID(s):
OSTI ID: 1979537
Journal Information:
Monthly Notices of the Royal Astronomical Society, Journal Name: Monthly Notices of the Royal Astronomical Society Journal Issue: 4 Vol. 514; ISSN 0035-8711
Publisher:
Oxford University PressCopyright Statement
Country of Publication:
United Kingdom
Language:
English

References (55)

GalSim: The modular galaxy image simulation toolkit journal April 2015
CosmoSIS: Modular cosmological parameter estimation journal September 2015
scarlet: Source separation in multi-band images by Constrained Matrix Factorization journal July 2018
Spectroscopic needs for imaging dark energy experiments journal March 2015
MPI for Python journal September 2005
The challenge of blending in large sky surveys journal August 2021
Stable clustering, the halo model and non-linear cosmological power spectra journal June 2003
Astropy: A community Python package for astronomy journal September 2013
KiDS-1000 Cosmology: Multi-probe weak gravitational lensing and spectroscopic galaxy clustering constraints journal February 2021
Why your model parameter confidences might be too optimistic. Unbiased estimation of the inverse covariance matrix journal December 2006
SExtractor: Software for source extraction journal June 1996
Efficient Computation of Cosmic Microwave Background Anisotropies in Closed Friedmann‐Robertson‐Walker Models journal August 2000
HEALPix: A Framework for High‐Resolution Discretization and Fast Analysis of Data Distributed on the Sphere journal April 2005
Revising the Halofit Model for the Nonlinear Matter Power Spectrum journal December 2012
Cosmology with the Large Synoptic Survey Telescope: an overview journal April 2018
CMB power spectrum parameter degeneracies in the era of precision cosmology journal April 2012
Effects of overlapping sources on cosmic shear estimation: Statistical sensitivity and pixel-noise bias journal July 2021
Estimating Sky Level journal July 2018
Does jackknife scale really matter for accurate large-scale structure covariances? journal June 2021
i mproved Master for the LSS: fast and accurate analysis of the two-point power spectra and correlation functions journal September 2021
Dark Energy Survey Y3 results: blending shear and redshift biases in image simulations journal October 2021
The impact of tomographic redshift bin width errors on cosmological probes journal January 2022
Origins of weak lensing systematics, and requirements on future instrumentation (or knowledge of instrumentation) journal December 2012
The effective number density of galaxies for weak lensing measurements in the LSST project journal July 2013
calclens: weak lensing simulations for large-area sky surveys and second-order effects in cosmic shear power spectra journal August 2013
Bayesian lensing shear measurement journal January 2014
Putting the precision in precision cosmology: How accurate should your data covariance matrix be? journal May 2013
TPZ: photometric redshift PDFs and ancillary information by using prediction trees and random forests journal May 2013
The DES Science Verification weak lensing shear catalogues journal May 2016
Weak lensing shear calibration with simulations of the HSC survey journal September 2018
Parameter inference with estimated covariance matrices journal December 2015
Hyper Suprime-Cam: System design and verification of image quality journal September 2017
The Hyper Suprime-Cam software pipeline journal October 2017
Second data release of the Hyper Suprime-Cam Subaru Strategic Program journal October 2019
Dark Energy Survey Year 3 results: Cosmology from combined galaxy clustering and lensing validation on cosmological simulations journal June 2022
Matplotlib: A 2D Graphics Environment journal January 2007
Python for Scientific Computing journal January 2007
XSEDE: Accelerating Scientific Discovery journal September 2014
MultiNest: an efficient and robust Bayesian inference tool for cosmology and particle physics journal October 2009
Catastrophic photometric redshift errors: weak-lensing survey requirements journal January 2010
Means of confusion: how pixel noise affects shear estimates for weak gravitational lensing: How pixel noise affects shear estimates journal July 2012
Noise bias in weak lensing shape measurements: Noise bias in lensing shape measurement journal August 2012
Multidimensional binary search trees used for associative searching journal September 1975
Weak Lensing for Precision Cosmology journal September 2018
ChainConsumer journal August 2016
SEP: Source Extractor as a library journal October 2016
healpy: equal area pixelization and spherical harmonics transforms for data on the sphere in Python journal March 2019
The Ellipticity Distribution of Ambiguously Blended Objects journal December 2015
Cosmic Shear Results from the deep lens Survey. ii. full Cosmological Parameter Constraints from Tomography journal June 2016
The Astropy Project: Building an Open-science Project and Status of the v2.0 Core Package journal August 2018
Practical Weak-lensing Shear Measurement with Metacalibration journal May 2017
LSST: From Science Drivers to Reference Design and Anticipated Data Products journal March 2019
Mitigating Shear-dependent Object Detection Biases with Metacalibration journal October 2020
ADDGALS: Simulated Sky Catalogs for Wide Field Galaxy Surveys journal June 2022
Core Cosmology Library: Precision Cosmological Predictions for LSST journal May 2019

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