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Title: GREAT3 results - I. Systematic errors in shear estimation and the impact of real galaxy morphology

Journal Article · · Monthly Notices of the Royal Astronomical Society
DOI:https://doi.org/10.1093/mnras/stv781· OSTI ID:1335085

We present first results from the third GRavitational lEnsing Accuracy Testing (GREAT3) challenge, the third in a sequence of challenges for testing methods of inferring weak gravitational lensing shear distortions from simulated galaxy images. GREAT3 was divided into experiments to test three specific questions, and included simulated space- and ground-based data with constant or cosmologically varying shear fields. The simplest (control) experiment included parametric galaxies with a realistic distribution of signal-to-noise, size, and ellipticity, and a complex point spread function (PSF). The other experiments tested the additional impact of realistic galaxy morphology, multiple exposure imaging, and the uncertainty about a spatially varying PSF; the last two questions will be explored in Paper II. The 24 participating teams competed to estimate lensing shears to within systematic error tolerances for upcoming Stage-IV dark energy surveys, making 1525 submissions overall. GREAT3 saw considerable variety and innovation in the types of methods applied. Several teams now meet or exceed the targets in many of the tests conducted (to within the statistical errors). We conclude that the presence of realistic galaxy morphology in simulations changes shear calibration biases by ~1 per cent for a wide range of methods. Other effects such as truncation biases due to finite galaxy postage stamps, and the impact of galaxy type as measured by the Sérsic index, are quantified for the first time. Our results generalize previous studies regarding sensitivities to galaxy size and signal-to-noise, and to PSF properties such as seeing and defocus. Almost all methods’ results support the simple model in which additive shear biases depend linearly on PSF ellipticity.

Research Organization:
SLAC National Accelerator Laboratory (SLAC), Menlo Park, CA (United States)
Sponsoring Organization:
USDOE Office of Science (SC)
DOE Contract Number:
AC02-76SF00515
OSTI ID:
1335085
Report Number(s):
SLAC-PUB-16749; arXiv:1412.1825
Journal Information:
Monthly Notices of the Royal Astronomical Society, Vol. 450, Issue 3; ISSN 0035-8711
Publisher:
Royal Astronomical Society
Country of Publication:
United States
Language:
English

References (71)

Neutrino Mass and Dark Energy from Weak Lensing journal July 2003
Weak gravitational lensing journal January 2001
Shape measurement biases from underfitting and ellipticity gradients: Shape measurement biases journal June 2010
Bayesian lensing shear measurement journal January 2014
Shapes and Shears, Stars and Smears: Optimal Measurements for Weak Lensing journal February 2002
SExtractor: Software for source extraction journal June 1996
Handbook for the GREAT08 Challenge: An image analysis competition for cosmological lensing journal March 2009
The Mass Assembly Histories of Galaxies of Various Morphologies in the GOODS Fields journal June 2005
Defining a weak lensing experiment in space journal April 2013
Convex Hull Peeling book January 1982
emcee : The MCMC Hammer
  • Foreman-Mackey, Daniel; Hogg, David W.; Lang, Dustin
  • Publications of the Astronomical Society of the Pacific, Vol. 125, Issue 925 https://doi.org/10.1086/670067
journal March 2013
A New Method for Band-limited Imaging with Undersampled Detectors journal April 2011
SkyNet: an efficient and robust neural network training tool for machine learning in astronomy journal May 2014
The Shear Testing Programme – I. Weak lensing analysis of simulated ground-based observations journal April 2006
CFHTLenS tomographic weak lensing cosmological parameter constraints: Mitigating the impact of intrinsic galaxy alignments journal May 2013
Pixelation Effects in Weak Lensing
  • High, F. William; Rhodes, Jason; Massey, Richard
  • Publications of the Astronomical Society of the Pacific, Vol. 119, Issue 861 https://doi.org/10.1086/523112
journal November 2007
Shear calibration biases in weak-lensing surveys journal August 2003
Galaxy-galaxy weak lensing in the Sloan Digital Sky Survey: intrinsic alignments and shear calibration errors journal September 2004
Weak Gravitational Lensing and Its Cosmological Applications journal November 2008
Weak Lensing Analysis of Cl 1358+62 Using Hubble Space Telescope Observations journal September 1998
Hubble Space Telescope Weak‐Lensing Study of the z =0.83 Cluster MS 1054−03 journal March 2000
Replacing Standard Galaxy Profiles with Mixtures of Gaussians journal June 2013
Dark synergy: Gravitational lensing and the CMB journal December 2001
Weak lensing and dark energy journal February 2002
COSMIC SHEAR RESULTS FROM THE DEEP LENS SURVEY. I. JOINT CONSTRAINTS ON Ω M AND σ 8 WITH A TWO-DIMENSIONAL ANALYSIS journal February 2013
Measurement and calibration of noise bias in weak lensing galaxy shape estimation journal December 2012
Sersic galaxy models in weak lensing shape measurement: model bias, noise bias and their interaction journal May 2014
A New Shear Estimator for Weak‐Lensing Observations journal July 2000
A Method for Weak Lensing Observations journal August 1995
Gravitational Lensing Accuracy Testing 2010 (GREAT10) Challenge Handbook journal September 2011
Image analysis for cosmology: results from the GREAT10 Galaxy Challenge: GREAT10 Galaxy Challenge journal June 2012
Image Analysis for Cosmology: Results from the Great10 star Challenge journal March 2013
The COSMOS Survey: Hubble Space Telescope Advanced Camera for Surveys Observations and Data Processing journal September 2007
Astrophysically motivated bulge-disc decompositions of Sloan Digital Sky Survey galaxies: Bulge-disc decomposition of SDSS galaxies journal February 2012
Combining Undersampled Dithered Images journal February 1999
Detection of Weak Lensing by a Cluster of Galaxies at z = 0.83 journal January 1997
Systematic errors in weak lensing: application to SDSS galaxy-galaxy weak lensing journal August 2005
Precision simulation of ground-based lensing data using observations from space: Ground-based image simulation journal December 2011
The Third Gravitational Lensing Accuracy Testing (Great3) Challenge Handbook journal April 2014
The Shear Testing Programme 2: Factors affecting high-precision weak-lensing analyses journal March 2007
Weak gravitational shear and flexion with polar shapelets: Weak gravitational shear and flexion journal July 2007
The dark matter of gravitational lensing journal July 2010
Origins of weak lensing systematics, and requirements on future instrumentation (or knowledge of instrumentation) journal December 2012
Means of confusion: how pixel noise affects shear estimates for weak gravitational lensing: How pixel noise affects shear estimates journal July 2012
Limitations on shapelet-based weak-lensing measurements journal February 2010
Weak gravitational lensing with deimos: Weak gravitational lensing with deimos journal March 2011
Bayesian galaxy shape measurement for weak lensing surveys – III. Application to the Canada–France–Hawaii Telescope Lensing Survey journal January 2013
On the effect of image denoising on galaxy shape measurements journal July 2011
ELLIPTICALLY WEIGHTED HOLICs FOR WEAK-LENSING SHEAR MEASUREMENT. I. DEFINITIONS AND ISOTROPIC POINT-SPREAD FUNCTION CORRECTION journal February 2011
ELLIPTICAL-WEIGHTED HOLICs FOR WEAK LENSING SHEAR MEASUREMENT. II. POINT-SPREAD FUNCTION CORRECTION AND APPLICATION TO A370 journal March 2012
ELLIPTICAL WEIGHTED HOLICs FOR WEAK LENSING SHEAR MEASUREMENT. III. THE EFFECT OF RANDOM COUNT NOISE ON IMAGE MOMENTS IN WEAK LENSING ANALYSIS journal June 2013
Weak Gravitational Lensing by Large-Scale Structure journal September 2003
Noise bias in weak lensing shape measurements: Noise bias in lensing shape measurement journal August 2012
Optical-to-virial velocity ratios of local disc galaxies from combined kinematics and galaxy-galaxy lensing: Disc galaxy optical-to-virial velocity ratios journal August 2012
Weak Lensing Measurements: A Revisited Method and Application to Hubble Space Telescope Images journal June 2000
Optimal Linear Image Combination journal October 2011
GalSim: The modular galaxy image simulation toolkit journal April 2015
Generic Misalignment Aberration Patterns in Wide-Field Telescopes
  • Schechter, Paul L.; Levinson, Rebecca Sobel
  • Publications of the Astronomical Society of the Pacific, Vol. 123, Issue 905 https://doi.org/10.1086/661111
journal July 2011
A new measure for cosmic shear journal June 1998
The Cosmic Evolution Survey (COSMOS): Overview journal September 2007
COSMOS: Hubble Space Telescope Observations journal September 2007
An implementation of Bayesian lensing shear measurement journal July 2014
Weak lensing mass reconstruction using wavelets journal May 2006
A fast empirical method for galaxy shape measurements in weak lensing surveys journal July 2012
Measuring the cosmic shear in Fourier space: Measuring the cosmic shear in Fourier space journal December 2007
Simple treatments of the photon noise and the pixelation effect in weak lensing: Simple treatments of noise and pixelation journal January 2010
Measuring the reduced shear journal November 2011
Cosmic shears should not be measured in conventional ways: Unconventional cosmic shear measurement journal May 2011
Probing Gravity at Cosmological Scales by Measurements which Test the Relationship between Gravitational Lensing and Matter Overdensity journal October 2007
Accurate shear measurement with faint sources journal January 2015
im3shape: a maximum likelihood galaxy shear measurement code for cosmic gravitational lensing journal July 2013

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Towards emulating cosmic shear data: revisiting the calibration of the shear measurements for the Kilo-Degree Survey journal April 2019
Euclid preparation : IV. Impact of undetected galaxies on weak-lensing shear measurements⋆ journal July 2019
The Effect of Detector Nonlinearity on WFIRST PSF Profiles for Weak Gravitational Lensing Measurements journal September 2016
Cosmology constraints from shear peak statistics in Dark Energy Survey Science Verification data journal August 2016
SKA weak lensing– II. Simulated performance and survey design considerations journal August 2016
KiDS-450: cosmological parameter constraints from tomographic weak gravitational lensing journal November 2016
An accurate and practical method for inference of weak gravitational lensing from galaxy images journal April 2016
KiDS-450: cosmological constraints from weak lensing peak statistics – I. Inference from analytical prediction of high signal-to-noise ratio convergence peaks journal November 2017
Dark Energy Survey Year 1 results: the impact of galaxy neighbours on weak lensing cosmology with im3shape journal December 2017
Dark Energy Survey Year 1 results: weak lensing shape catalogues journal August 2018
Evidence for radial variations in the stellar mass-to-light ratio of massive galaxies from weak and strong lensing journal August 2018
Weak lensing shear calibration with simulations of the HSC survey journal September 2018
The effects of calibration on the bias of shear measurements journal October 2018
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Removing the Impact of Correlated PSF Uncertainties in Weak Lensing journal May 2018
Constraints on Cosmology and Baryonic Feedback with the Deep Lens Survey Using Galaxy–Galaxy and Galaxy–Mass Power Spectra journal January 2019
Multiwavelength Analysis of the Merging Galaxy Cluster A115 journal April 2019
Testing Shear Recovery with Field Distortion journal April 2019
Precise Mass Determination of SPT-CL J2106-5844, the Most Massive Cluster at z > 1 journal December 2019
An accurate and practical method for inference of weak gravitational lensing from galaxy images text January 2015
MC^2: Mapping the Dark Matter Distribution of the "Toothbrush" Cluster RX J0603.3+4214 with Hubble Space Telescope and Subaru Weak-lensing text January 2015
Cosmology constraints from shear peak statistics in Dark Energy Survey Science Verification data text January 2016
The effect of detector nonlinearity on WFIRST PSF profiles for weak gravitational lensing measurements text January 2016
KiDS-450: Cosmological parameter constraints from tomographic weak gravitational lensing text January 2016
Dark Energy Survey Year 1 Results: The Impact of Galaxy Neighbours on Weak Lensing Cosmology with im3shape text January 2017
Removing the Impact of Correlated PSF Uncertainties in Weak Lensing text January 2017
Evidence for radial variations in the stellar mass-to-light ratio of massive galaxies from weak and strong lensing text January 2018
Radio Galaxy Shape Measurement with Hamiltonian Monte Carlo in the Visibility Domain text January 2018
Constraints on Cosmology and Baryonic Feedback with the Deep Lens Survey Using Galaxy-Galaxy and Galaxy-Mass Power Spectra text January 2018
Testing Shear Recovery with Field Distortion text January 2018
A Unified Analysis of Four Cosmic Shear Surveys text January 2018
Towards emulating cosmic shear data: Revisiting the calibration of the shear measurements for the Kilo-Degree Survey text January 2018
Euclid Preparation IV. Impact of undetected galaxies on weak-lensing shear measurements text January 2019
Galaxy shape measurement with convolutional neural networks text January 2019
The galaxy cluster mass scale and its impact on cosmological constraints from the cluster population text January 2019

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