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Dark Energy Survey Y3 results: blending shear and redshift biases in image simulations

Dark Energy Survey Y3 results: blending shear and redshift biases in image simulations
Dark Energy Survey Y3 results: blending shear and redshift biases in image simulations
As the statistical power of galaxy weak lensing reaches per cent level precision, large, realistic, and robust simulations are required to calibrate observational systematics, especially given the increased importance of object blending as survey depths increase. To capture the coupled effects of blending in both shear and photometric redshift calibration, we define the effective redshift distribution for lensing, nγ(z), and describe how to estimate it using image simulations. We use an extensive suite of tailored image simulations to characterize the performance of the shear estimation pipeline applied to the Dark Energy Survey (DES) Year 3 data set. We describe the multiband, multi-epoch simulations, and demonstrate their high level of realism through comparisons to the real DES data. We isolate the effects that generate shear calibration biases by running variations on our fiducial simulation, and find that blending-related effects are the dominant contribution to the mean multiplicative bias of approximately −2 per cent⁠. By generating simulations with input shear signals that vary with redshift, we calibrate biases in our estimation of the effective redshift distribution, and demonstrate the importance of this approach when blending is present. We provide corrected effective redshift distributions that incorporate statistical and systematic uncertainties, ready for use in DES Year 3 weak lensing analyses.
1365-2966
3371-3394
Maccrann, N
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Becker, M R
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Mccullough, J
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Amon, A
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Gruen, D
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Zuntz, J
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Bernstein, G M
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Gruendl, R A
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Harrison, I
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Myles, J
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Frieman, J
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Tarle, G
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Wilkinson, R D
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Maccrann, N, Becker, M R, Mccullough, J, Amon, A, Gruen, D, Jarvis, M, Choi, A, Troxel, M A, Sheldon, E, Yanny, B, Herner, K, Dodelson, S, Zuntz, J, Eckert, K, Rollins, R P, Varga, T N, Bernstein, G M, Gruendl, R A, Harrison, I, Hartley, W G, Sevilla-noarbe, I, Pieres, A, Bridle, S L, Myles, J, Alarcon, A, Everett, S, Sánchez, C, Huff, E M, Tarsitano, F, Gatti, M, Secco, L F, Abbott, T M C, Aguena, M, Allam, S, Annis, J, Bacon, D, Bertin, E, Brooks, D, Burke, D L, Carnero rosell, A, Carrasco kind, M, Carretero, J, Costanzi, M, Crocce, M, Pereira, M E S, De vicente, J, Desai, S, Diehl, H t, Dietrich, J P, Doel, P, Eifler, T F, Ferrero, I, Ferté, A, Flaugher, B, Fosalba, P, Frieman, J, García-bellido, J, Gaztanaga, E, Gerdes, D W, Giannantonio, T, Gschwend, J, Gutierrez, G, Hinton, S R, Hollowood, D L, Honscheid, K, James, D J, Lahav, O, Lima, M, Maia, M A G, March, M, Marshall, J L, Martini, P, Melchior, P, Menanteau, F, Miquel, R, Mohr, J J, Morgan, R, Muir, J, Ogando, R L C, Palmese, A, Paz-chinchón, F, Plazas, A A, Rodriguez-monroy, M, Roodman, A, Samuroff, S, Sanchez, E, Scarpine, V, Serrano, S, Smith, M, Soares-santos, M, Suchyta, E, Swanson, M E C, Tarle, G, Thomas, D, To, C and Wilkinson, R D (2021) Dark Energy Survey Y3 results: blending shear and redshift biases in image simulations. Monthly Notices of the Royal Astronomical Society, 509 (3), 3371-3394. (doi:10.1093/mnras/stab2870).

Record type: Article

Abstract

As the statistical power of galaxy weak lensing reaches per cent level precision, large, realistic, and robust simulations are required to calibrate observational systematics, especially given the increased importance of object blending as survey depths increase. To capture the coupled effects of blending in both shear and photometric redshift calibration, we define the effective redshift distribution for lensing, nγ(z), and describe how to estimate it using image simulations. We use an extensive suite of tailored image simulations to characterize the performance of the shear estimation pipeline applied to the Dark Energy Survey (DES) Year 3 data set. We describe the multiband, multi-epoch simulations, and demonstrate their high level of realism through comparisons to the real DES data. We isolate the effects that generate shear calibration biases by running variations on our fiducial simulation, and find that blending-related effects are the dominant contribution to the mean multiplicative bias of approximately −2 per cent⁠. By generating simulations with input shear signals that vary with redshift, we calibrate biases in our estimation of the effective redshift distribution, and demonstrate the importance of this approach when blending is present. We provide corrected effective redshift distributions that incorporate statistical and systematic uncertainties, ready for use in DES Year 3 weak lensing analyses.

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e-pub ahead of print date: 9 October 2021
Published date: 30 November 2021
Additional Information: This article has been accepted for publication in MNRAS ©: 2021 The Authors. Published by Oxford University Press on behalf of the Royal Astronomical Society. All rights reserved.

Identifiers

Local EPrints ID: 455893
URI: http://eprints.soton.ac.uk/id/eprint/455893
ISSN: 1365-2966
PURE UUID: d11edfa0-8818-4763-ba8a-daf537e917f5
ORCID for M Smith: ORCID iD orcid.org/0000-0002-3321-1432

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Date deposited: 07 Apr 2022 16:50
Last modified: 12 Nov 2024 02:50

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Contributors

Author: N Maccrann
Author: M R Becker
Author: J Mccullough
Author: A Amon
Author: D Gruen
Author: M Jarvis
Author: A Choi
Author: M A Troxel
Author: E Sheldon
Author: B Yanny
Author: K Herner
Author: S Dodelson
Author: J Zuntz
Author: K Eckert
Author: R P Rollins
Author: T N Varga
Author: G M Bernstein
Author: R A Gruendl
Author: I Harrison
Author: W G Hartley
Author: I Sevilla-noarbe
Author: A Pieres
Author: S L Bridle
Author: J Myles
Author: A Alarcon
Author: S Everett
Author: C Sánchez
Author: E M Huff
Author: F Tarsitano
Author: M Gatti
Author: L F Secco
Author: T M C Abbott
Author: M Aguena
Author: S Allam
Author: J Annis
Author: D Bacon
Author: E Bertin
Author: D Brooks
Author: D L Burke
Author: A Carnero rosell
Author: M Carrasco kind
Author: J Carretero
Author: M Costanzi
Author: M Crocce
Author: M E S Pereira
Author: J De vicente
Author: S Desai
Author: H t Diehl
Author: J P Dietrich
Author: P Doel
Author: T F Eifler
Author: I Ferrero
Author: A Ferté
Author: B Flaugher
Author: P Fosalba
Author: J Frieman
Author: J García-bellido
Author: E Gaztanaga
Author: D W Gerdes
Author: T Giannantonio
Author: J Gschwend
Author: G Gutierrez
Author: S R Hinton
Author: D L Hollowood
Author: K Honscheid
Author: D J James
Author: O Lahav
Author: M Lima
Author: M A G Maia
Author: M March
Author: J L Marshall
Author: P Martini
Author: P Melchior
Author: F Menanteau
Author: R Miquel
Author: J J Mohr
Author: R Morgan
Author: J Muir
Author: R L C Ogando
Author: A Palmese
Author: F Paz-chinchón
Author: A A Plazas
Author: M Rodriguez-monroy
Author: A Roodman
Author: S Samuroff
Author: E Sanchez
Author: V Scarpine
Author: S Serrano
Author: M Smith ORCID iD
Author: M Soares-santos
Author: E Suchyta
Author: M E C Swanson
Author: G Tarle
Author: D Thomas
Author: C To
Author: R D Wilkinson

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