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The 2-degree Field Lensing Survey: Photometric redshifts from a large new training sample to r 19.5

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posted on 2024-08-06, 10:36 authored by C. Wolf, A. S. Johnson, M. Bilicki, Chris BlakeChris Blake, A. Amon, T. Erben, Karl GlazebrookKarl Glazebrook, C. Heymans, H. Hildebrandt, Shahab Joudaki, D. Klaes, K. Kuijken, C. Lidman, Felipe Marin Perucci, D. Parkinson, G. Poole
We present a new training set for estimating empirical photometric redshifts of galaxies, which was created as part of the 2-degree Field Lensing Survey project. This training set is located in a ~700 deg2 area of the Kilo-Degree-Survey South field and is randomly selected and nearly complete at r < 19.5. We investigate the photometric redshift performance obtained with ugriz photometry from VST-ATLAS and W1/W2 fromWISE, based on several empirical and template methods. The best redshift errors are obtained with kernel-density estimation (KDE), as are the lowest biases, which are consistent with zero within statistical noise. The 68th percentiles of the redshift scatter for magnitude-limited samples at r < (15.5, 17.5, 19.5) are (0.014, 0.017, 0.028). In this magnitude range, there are no known ambiguities in the colour-redshift map, consistent with a small rate of redshift outliers. In the fainter regime, the KDE method produces p(z) estimates per galaxy that represent unbiased and accurate redshift frequency expectations. The p(z) sum over any subsample is consistent with the true redshift frequency plus Poisson noise. Further improvements in redshift precision at r < 20 would mostly be expected from filter sets with narrower passbands to increase the sensitivity of colours to small changes in redshift.

Funding

Mining the Southern Sky

Australian Research Council

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CE110001020:ARC

In Search of New Gravity: testing advanced theories of gravity with cosmological data

Australian Research Council

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ISSN

1365-2966

Journal title

Monthly Notices of the Royal Astronomical Society

Volume

466

Issue

2

Pagination

14 pp

Publisher

Oxford University Press

Copyright statement

This article has been accepted for publication in the Monthly Notices of the Royal Astronomical Society ©: 2017 the authors. Published by Oxford University Press on behalf of the Royal Astronomical Society. All rights reserved.

Language

eng

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