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Monthly Notices of the Royal Astronomical Society | 2015

The Canadian Cluster Comparison Project : detailed study of systematics and updated weak lensing masses

Henk Hoekstra; Ricardo Herbonnet; Adam Muzzin; Arif Babul; Andisheh Mahdavi; Massimo Viola; Marcello Cacciato

Masses of clusters of galaxies from weak gravitational lensing analyses of ever larger samples are increasingly used as the reference to which baryonic scaling relations are compared. In this paper we revisit the analysis of a sample of 50 clusters studied as part of the Canadian Cluster Comparison Project. We examine the key sources of systematic error in cluster masses. We quantify the robustness of our shape measurements and calibrate our algorithm empirically using extensive image simulations. The source redshift distribution is revised using the latest state-of-the-art photometric redshift catalogs that include new deep near-infrared observations. Nonetheless we find that the uncertainty in the determination of photometric redshifts is the largest source of systematic error for our mass estimates. We use our updated masses to determine b, the bias in the hydrostatic mass, for the clusters detected by Planck. Our results suggest 1-b=0.76+-0.05(stat)}+-0.06(syst)}, which does not resolve the tension with the measurements from the primary cosmic microwave background.


Monthly Notices of the Royal Astronomical Society | 2012

Image analysis for cosmology: results from the GREAT10 Galaxy Challenge

Thomas D. Kitching; Sreekumar T. Balan; Sarah Bridle; N. Cantale; F. Courbin; T. F. Eifler; Marc Gentile; M. S. S. Gill; Stefan Harmeling; Catherine Heymans; Michael Hirsch; K. Honscheid; Tomasz Kacprzak; D. Kirkby; Daniel Margala; Richard Massey; P. Melchior; G. Nurbaeva; K. Patton; J. Rhodes; Barnaby Rowe; Andy Taylor; M. Tewes; Massimo Viola; Dugan Witherick; Lisa Voigt; J. Young; Joe Zuntz

We present the results from the first public blind point-spread function (PSF) reconstruction challenge, the GRavitational lEnsing Accuracy Testing 2010 (GREAT10) Star Challenge. Reconstruction of a spatially varying PSF, sparsely sampled by stars, at non-star positions is a critical part in the image analysis for weak lensing where inaccuracies in the modeled ellipticity e and size R^2 can impact the ability to measure the shapes of galaxies. This is of importance because weak lensing is a particularly sensitive probe of dark energy and can be used to map the mass distribution of large scale structure. Participants in the challenge were presented with 27,500 stars over 1300 images subdivided into 26 sets, where in each set a category change was made in the type or spatial variation of the PSF. Thirty submissions were made by nine teams. The best methods reconstructed the PSF with an accuracy of σ(e) ≈ 2.5 × 10^(–4) and σ(R^2)/R^2 ≈ 7.4 × 10^(–4). For a fixed pixel scale, narrower PSFs were found to be more difficult to model than larger PSFs, and the PSF reconstruction was severely degraded with the inclusion of an atmospheric turbulence model (although this result is likely to be a strong function of the amplitude of the turbulence power spectrum).


Monthly Notices of the Royal Astronomical Society | 2015

Gravitational lensing analysis of the Kilo-Degree Survey

Konrad Kuijken; Catherine Heymans; Hendrik Hildebrandt; Reiko Nakajima; Thomas Erben; Jelte T. A. de Jong; Massimo Viola; Ami Choi; Henk Hoekstra; Lance Miller; Edo van Uitert; Alexandra Amon; Chris Blake; Margot M. Brouwer; Axel Buddendiek; Ian Fenech Conti; Martin Eriksen; A. Grado; Joachim Harnois-Déraps; Ewout Helmich; Ricardo Herbonnet; Nancy Irisarri; Thomas D. Kitching; Dominik Klaes; Francesco La Barbera; N. R. Napolitano; M. Radovich; Peter Schneider; Cristóbal Sifón; Gert Sikkema

The Kilo-Degree Survey (KiDS) is a multi-band imaging survey designed for cosmological studies from weak lensing and photometric redshifts. It uses the European Southern Observatory VLT Survey Telescope with its wide-field camera OmegaCAM. KiDS images are taken in four filters similar to the Sloan Digital Sky Survey ugri bands. The best seeing time is reserved for deep r-band observations. The median 5σ limiting AB magnitude is 24.9 and the median seeing is below 0.7 arcsec. Initial KiDS observations have concentrated on the Galaxy and Mass Assembly (GAMA) regions near the celestial equator, where extensive, highly complete redshift catalogues are available. A total of 109 survey tiles, 1 square degree each, form the basis of the first set of lensing analyses of halo properties of GAMA galaxies. Nine galaxies per square arcminute enter the lensing analysis, for an effective inverse shear variance of 69 arcmin-2. Accounting for the shape measurement weight, the median redshift of the sources is 0.53. KiDS data processing follows two parallel tracks, one optimized for weak lensing measurement and one for accurate matched-aperture photometry (for photometric redshifts). This technical paper describes the lensing and photometric redshift measurements (including a detailed description of the Gaussian aperture and photometry pipeline), summarizes the data quality and presents extensive tests for systematic errors that might affect the lensing analyses. We also provide first demonstrations of the suitability of the data for cosmological measurements, and describe our blinding procedure for preventing confirmation bias in the scientific analyses. The KiDS catalogues presented in this paper are released to the community through http://kids.strw.leidenuniv.nl.


Monthly Notices of the Royal Astronomical Society | 2012

Means of confusion: how pixel noise affects shear estimates for weak gravitational lensing

P. Melchior; Massimo Viola

Weak-lensing shear estimates show a troublesome dependence on the apparent brightness of the galaxies used to measure the ellipticity: in several studies, the amplitude of the inferred shear falls sharply with decreasing source significance. This dependence limits the overall ability of upcoming large weak-lensing surveys to constrain cosmological parameters. We seek to provide a concise overview of the impact of pixel noise on weak-lensing measurements, covering the entire path from noisy images to shear estimates. We show that there are at least three distinct layers, where pixel noise not only obscures but also biases the outcome of the measurements: (1) the propagation of pixel noise to the non-linear observable ellipticity; (2) the response of the shape-measurement methods to limited amount of information extractable from noisy images and (3) the reaction of shear estimation statistics to the presence of noise and outliers in the measured ellipticities. We identify and discuss several fundamental problems and show that each of them is able to introduce biases in the range of a few tens to a few per cent for galaxies with typical significance levels. Furthermore, all of these biases do not only depend on the brightness of galaxies but also depend on their ellipticity, with more elliptical galaxies often being harder to measure correctly. We also discuss existing possibilities to mitigate and novel ideas to avoid the biases induced by pixel noise. We present a new shear estimator that shows a more robust performance for noisy ellipticity samples. Finally, we release the open-source python code to predict and efficiently sample from the noisy ellipticity distribution and the shear estimators used in this work at https://github.com/pmelchior/epsnoise.


Monthly Notices of the Royal Astronomical Society | 2015

Dark matter halo properties of GAMA galaxy groups from 100 square degrees of KiDS weak lensing data

Massimo Viola; Marcello Cacciato; Margot M. Brouwer; Konrad Kuijken; Henk Hoekstra; Peder Norberg; Aaron S. G. Robotham; E. van Uitert; Mehmet Alpaslan; Ivan K. Baldry; Ami Choi; J. T. A. de Jong; Simon P. Driver; T. Erben; A. Grado; Alister W. Graham; Catherine Heymans; Hendrik Hildebrandt; Andrew M. Hopkins; Nancy Irisarri; Benjamin Joachimi; Jon Loveday; Lance Miller; Reiko Nakajima; Peter Schneider; Cristóbal Sifón; G. Verdoes Kleijn

The Kilo-Degree Survey is an optical wide-field survey designed to map the matter distribution in the Universe using weak gravitational lensing. In this paper, we use these data to measure the density profiles and masses of a sample of ∼1400 spectroscopically identified galaxy groups and clusters from the Galaxy And Mass Assembly survey. We detect a highly significant signal (signal-to-noise-ratio ∼120), allowing us to study the properties of dark matter haloes over one and a half order of magnitude in mass, from M ∼ 1013–1014.5 h−1 M⊙. We interpret the results for various subsamples of groups using a halo model framework which accounts for the mis-centring of the brightest cluster galaxy (used as the tracer of the group centre) with respect to the centre of the groups dark matter halo. We find that the density profiles of the haloes are well described by an NFW profile with concentrations that agree with predictions from numerical simulations. In addition, we constrain scaling relations between the mass and a number of observable group properties. We find that the mass scales with the total r-band luminosity as a power law with slope 1.16 ± 0.13 (1σ) and with the group velocity dispersion as a power law with slope 1.89 ± 0.27 (1σ). Finally, we demonstrate the potential of weak lensing studies of groups to discriminate between models of baryonic feedback at group scales by comparing our results with the predictions from the Cosmo-OverWhelmingly Large Simulations project, ruling out models without AGN feedback.


Monthly Notices of the Royal Astronomical Society | 2017

CFHTLenS revisited: assessing concordance with Planck including astrophysical systematics

Shahab Joudaki; Chris Blake; Catherine Heymans; Ami Choi; Joachim Harnois-Déraps; Hendrik Hildebrandt; Benjamin Joachimi; Andrew Johnson; Alexander Mead; David Parkinson; Massimo Viola; Ludovic Van Waerbeke

We investigate the impact of astrophysical systematics on cosmic shear cosmological parameter constraints from the Canada–France–Hawaii Telescope Lensing Survey (CFHTLenS) and the concordance with cosmic microwave background measurements by Planck. We present updated CFHTLenS cosmic shear tomography measurements extended to degree scales using a covariance calibrated by a new suite of N-body simulations. We analyse these measurements with a new model fitting pipeline, accounting for key systematic uncertainties arising from intrinsic galaxy alignments, baryonic effects in the non-linear matter power spectrum, and photometric redshift uncertainties. We examine the impact of the systematic degrees of freedom on the cosmological parameter constraints, both independently and jointly. When the systematic uncertainties are considered independently, the intrinsic alignment amplitude is the only degree of freedom that is substantially preferred by the data. When the systematic uncertainties are considered jointly, there is no consistently strong preference in favour of the more complex models. We quantify the level of concordance between the CFHTLenS and Planck data sets by employing two distinct data concordance tests, grounded in Bayesian evidence and information theory. We find that the two data concordance tests largely agree with one another and that the level of concordance between the CFHTLenS and Planck data sets is sensitive to the exact details of the systematic uncertainties included in our analysis, ranging from decisive discordance to substantial concordance as the treatment of the systematic uncertainties becomes more conservative. The least conservative scenario is the one most favoured by the cosmic shear data, but it is also the one that shows the greatest degree of discordance with Planck. The data and analysis code are publicly available at https://github.com/sjoudaki/cfhtlens_revisited.


Astronomy and Astrophysics | 2015

Constraints on the alignment of galaxies in galaxy clusters from ~14 000 spectroscopic members

Cristóbal Sifón; Henk Hoekstra; Marcello Cacciato; Massimo Viola; Fabian Köhlinger; Remco F. J. van der Burg; David J. Sand; Melissa Lynn Graham

Torques acting on galaxies lead to physical alignments, but the resulting ellipticity correlations are difficult to predict. As they constitute a major contaminant for cosmic shear studies, it is important to constrain the intrinsic alignment signal observationally. We measured the alignments of satellite galaxies within 90 massive galaxy clusters in the redshift range 0.05<z<0.55 and quantified their impact on the cosmic shear signal. We combined a sample of 38,104 galaxies with spectroscopic redshifts with high-quality data from the Canada-France-Hawaii Telescope. We used phase-space information to select 14,576 cluster members, 14,250 of which have shape measurements and measured three different types of alignment: the radial alignment of satellite galaxies toward the brightest cluster galaxies (BCGs), the common orientations of satellite galaxies and BCGs, and the radial alignments of satellites with each other. Residual systematic effects are much smaller than the statistical uncertainties. We detect no galaxy alignment of any kind out to at least 3 r200. The signal is consistent with zero for both blue and red galaxies, bright and faint ones, and also for subsamples of clusters based on redshift, dynamical mass, and dynamical state. These conclusions are unchanged if we expand the sample with bright cluster members from the red sequence. We augment our constraints with those from the literature to estimate the importance of the intrinsic alignments of satellites compared to those of central galaxies, for which the alignments are described by the linear alignment model. Comparison of the alignment signals to the expected uncertainties of current surveys such as the Kilo-Degree Survey suggests that the linear alignment model is an adequate treatment of intrinsic alignments, but it is not clear whether this will be the case for larger surveys.


Monthly Notices of the Royal Astronomical Society | 2017

KiDS-450 : the tomographic weak lensing power spectrum and constraints on cosmological parameters

Fabian Köhlinger; Massimo Viola; Benjamin Joachimi; Henk Hoekstra; E. van Uitert; Hendrik Hildebrandt; Ami Choi; T. Erben; Catherine Heymans; Shahab Joudaki; Dominik Klaes; Konrad Kuijken; Julian Merten; Lance Miller; Peter Schneider; E Valentijn

We present measurements of the weak gravitational lensing shear power spectrum based on


Monthly Notices of the Royal Astronomical Society | 2011

Weak gravitational lensing with deimos

P. Melchior; Massimo Viola; Björn Malte Schäfer; Matthias Bartelmann

450


Monthly Notices of the Royal Astronomical Society | 2016

The stellar-to-halo mass relation of GAMA galaxies from 100 deg2 of KiDS weak lensing data

Edo van Uitert; Marcello Cacciato; Henk Hoekstra; Margot M. Brouwer; Cristóbal Sifón; Massimo Viola; Ivan K. Baldry; Joss Bland-Hawthorn; Sarah Brough; Michael J. I. Brown; Ami Choi; Simon P. Driver; Thomas Erben; Catherine Heymans; Hendrik Hildebrandt; Benjamin Joachimi; Konrad Kuijken; J. Liske; J. Loveday; John McFarland; Lance Miller; Reiko Nakajima; J. A. Peacock; M. Radovich; Aaron S. G. Robotham; Peter Schneider; Gert Sikkema; Edward N. Taylor; Gijs Verdoes Kleijn

sq. deg. of imaging data from the Kilo Degree Survey. We employ a quadratic estimator in two and three redshift bins and extract band powers of redshift auto-correlation and cross-correlation spectra in the multipole range

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Ami Choi

University of Edinburgh

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