Photometric Redshifts and Stellar Masses for Galaxies from the DESI Legacy Imaging Surveys

Zou, Hu; Gao, Jinghua; Zhou, Xu; Kong, Xu

doi:10.3847/1538-4365/ab1847

Title: Photometric Redshifts and Stellar Masses for Galaxies from the DESI Legacy Imaging Surveys

Journal Article · Tue May 21 00:00:00 EDT 2019 · The Astrophysical Journal. Supplement Series (Online)

DOI:https://doi.org/10.3847/1538-4365/ab1847· OSTI ID:1528875

^[1]; Gao, Jinghua ^[2]; Zhou, Xu ^[1];

^[3]

Chinese Academy of Sciences (CAS), Beijing (China). Key Lab. of Optical Astronomy, National Astronomical Observatories
Chinese Academy of Sciences (CAS), Beijing (China). Key Lab. of Optical Astronomy, National Astronomical Observatories; Univ. of Chinese Academy of Sciences (CAS), Beijing (China). School of Astronomy and Space Science
Univ. of Science and Technology of China, Hefei (China). Key Lab. for Research in Galaxies and Cosmology, Dept. of Astronomy

We present a catalog of photometric redshifts and stellar masses for galaxies from imaging surveys serving the Dark Energy Spectroscopic Instrument project. The imaging footprints cover an area of over 14,000 deg². This catalog contains about 0.17 billion morphologically classified galaxies with r < 23 mag. It covers the redshift range of z < 1 and the mass range of $$8.4\lt \mathrm{log}({M}_{* })\lt 11.9$$. A total of five photometric bands are used, including three optical filters (g, r, and z) and two infrared filters (Wide-field Infrared Survey Explorer W1 and W2). We use k-nearest neighbors and local linear regression algorithms to estimate photometric redshifts. Based on a spectroscopic sample of about 2.2 million galaxies, we achieve a redshift bias of $$\overline{{\rm{\Delta }}{z}_{\mathrm{norm}}}$$ = 2.4 × 10^-4, accuracy of $${\sigma }_{{\rm{\Delta }}{z}_{\mathrm{norm}}}$$ = 0.017, and outlier rate of about 5.1%. The stellar mass and other physical parameters are derived by stellar population synthesis model fitting based on our photometric redshifts. The differences in $$\mathrm{log}({M}_{* })$$ derived using spectroscopic and photometric redshifts present a 1σ dispersion of 0.09 dex.

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Research Organization:: Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States). National Energy Research Scientific Computing Center (NERSC)

Sponsoring Organization:: USDOE Office of Science (SC), High Energy Physics (HEP)

Grant/Contract Number:: AC02-05CH1123

OSTI ID:: 1528875

Journal Information:: The Astrophysical Journal. Supplement Series (Online), Vol. 242, Issue 1; ISSN 1538-4365

Publisher:: American Astronomical Society/IOPCopyright Statement

Country of Publication:: United States

Language:: English

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Cited by: 39 works

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GAz: A Genetic Algorithm for Photometric Redshift Estimation Hogan, Robert; Fairbairn, Malcolm; Seeburn, Navin arXiv https://doi.org/10.48550/arxiv.1412.5997	text	January 2014
The Differential Size Growth of Field and Cluster Galaxies at z=2.1 Using the ZFOURGE Survey Allen, Rebecca J.; Kacprzak, Glenn G.; Spitler, Lee R. arXiv https://doi.org/10.48550/arxiv.1504.03326	text	January 2015
UVUDF: Ultraviolet Through Near-infrared Catalog and Photometric Redshifts of Galaxies in the Hubble Ultra Deep Field Rafelski, Marc; Teplitz, Harry I.; Gardner, Jonathan P. arXiv https://doi.org/10.48550/arxiv.1505.01160	text	January 2015
ANNz2 - photometric redshift and probability distribution function estimation using machine learning Sadeh, Iftach; Abdalla, Filipe B.; Lahav, Ofer arXiv https://doi.org/10.48550/arxiv.1507.00490	text	January 2015
The Dark Energy Survey: more than dark energy - an overview Collaboration, Dark Energy Survey; Abbott, T.; Abdalla, F. B. arXiv https://doi.org/10.48550/arxiv.1601.00329	text	January 2016
Full-depth Coadds of the WISE and First-year NEOWISE-Reactivation Images Meisner, Aaron M.; Lang, Dustin; Schlegel, David J. arXiv https://doi.org/10.48550/arxiv.1603.05664	text	January 2016
Photometric redshifts for the SDSS Data Release 12 Beck, Róbert; Dobos, László; Budavári, Tamás arXiv https://doi.org/10.48550/arxiv.1603.09708	text	January 2016
WISE x SuperCOSMOS photometric redshift catalog: 20 million galaxies over 3pi steradians Bilicki, M.; Peacock, J. A.; Jarrett, T. H. arXiv https://doi.org/10.48550/arxiv.1607.01182	text	January 2016
Project Overview of the Beijing-Arizona Sky Survey Zou, Hu; Zhou, Xu; Fan, Xiaohui arXiv https://doi.org/10.48550/arxiv.1702.03653	text	January 2017
The XXL Survey: XXII. The XXL-North spectrophotometric sample and galaxy stellar mass function in X-ray detected groups and clusters Guglielmo, V.; Poggianti, B. M.; Vulcani, B. arXiv https://doi.org/10.48550/arxiv.1710.04667	text	January 2017
The Second Data Release of the Beijing-Arizona Sky Survey Zou, Hu; Zhang, Tianmeng; Zhou, Zhimin arXiv https://doi.org/10.48550/arxiv.1712.09165	text	January 2017
Overview of the DESI Legacy Imaging Surveys Dey, Arjun; Schlegel, David J.; Lang, Dustin arXiv https://doi.org/10.48550/arxiv.1804.08657	text	January 2018
Stellar Mass-to-Light Ratios and the Tully-Fisher relation de Jong, Roelof S.; Bell, Eric F. arXiv https://doi.org/10.48550/arxiv.astro-ph/0008056	preprint	January 2000
Science Objectives and Early Results of the DEEP2 Redshift Survey Davis, Marc; Faber, Sandra M.; Newman, Jeffrey A. arXiv https://doi.org/10.48550/arxiv.astro-ph/0209419	text	January 2002
Stellar population synthesis at the resolution of 2003 Bruzual, G.; Charlot, S. arXiv https://doi.org/10.48550/arxiv.astro-ph/0309134	text	January 2003
The 6dF Galaxy Survey: Samples, Observational Techniques and the First Data Release Jones, D. Heath; Saunders, Will; Colless, Matthew arXiv https://doi.org/10.48550/arxiv.astro-ph/0403501	text	January 2004
The Morphology - Density Relation in z ~ 1 Clusters Postman, M.; Franx, M.; Cross, N. arXiv https://doi.org/10.48550/arxiv.astro-ph/0501224	text	January 2005
The UKIRT Infrared Deep Sky Survey (UKIDSS) Lawrence, A.; Warren, S. J.; Almaini, O. arXiv https://doi.org/10.48550/arxiv.astro-ph/0604426	text	January 2006
The Cosmic Evolution Survey (COSMOS) -- Overview Scoville, N.; Aussel, H.; Brusa, M. arXiv https://doi.org/10.48550/arxiv.astro-ph/0612305	text	January 2006
The CANADA-FRANCE REDSHIFT SURVEY I: Introduction to the Survey, Photometric Catalogs and Surface Brightness Selection Effects Lilly, S. J.; Fevre, O. Le; Crampton, David arXiv https://doi.org/10.48550/arxiv.astro-ph/9507010	text	January 1995
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The Third Data Release of the Beijing–Arizona Sky Survey Zou, Hu; Zhou, Xu; Fan, Xiaohui The Astrophysical Journal Supplement Series, Vol. 245, Issue 1 https://doi.org/10.3847/1538-4365/ab48e8	journal	October 2019

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