Photometric redshift analysis in the Dark Energy Survey Science Verification data

Sánchez C; Kind, MC; Lin, H; Miquel, R; Abdalla, FB; Amara, A; Banerji, M; Bonnett, C; Brunner, R; Capozzi, D; Carnero, A; Castander, FJ; da Costa, LAN; Cunha, C.; Fausti, A; et. al.

Keywords: large-scale structure of universe, galaxies: statistics, galaxies: distances and redshifts, Astronomical data bases: surveys

Abstract

We present results from a study of the photometric redshift performance of the Dark Energy Survey (DES), using the early data from a Science Verification period of observations in late 2012 and early 2013 that provided science-quality images for almost 200 sq. deg. at the nominal depth of the survey. We assess the photometric redshift (photo-z) performance using about 15 000 galaxies with spectroscopic redshifts available from other surveys. These galaxies are used, in different configurations, as a calibration sample, and photo-z's are obtained and studied using most of the existing photo-z codes. A weighting method in a multidimensional colour-magnitude space is applied to the spectroscopic sample in order to evaluate the photo-z performance with sets that mimic the full DES photometric sample, which is on average significantly deeper than the calibration sample due to the limited depth of spectroscopic surveys. Empirical photo-z methods using, for instance, artificial neural networks or random forests, yield the best performance in the tests, achieving core photo-z resolutions sigma(68) similar to 0.08. Moreover, the results from most of the codes, including template-fitting methods, comfortably meet the DES requirements on photo-z performance, therefore, providing an excellent precedent for future DES data sets.

Más información

Título según WOS: Photometric redshift analysis in the Dark Energy Survey Science Verification data
Título según SCOPUS: Photometric redshift analysis in the Dark Energy Survey Science Verification data
Título de la Revista: MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY
Volumen: 445
Número: 2
Editorial: OXFORD UNIV PRESS
Fecha de publicación: 2014
Página de inicio: 1482
Página final: 1506
Idioma: English
DOI:

10.1093/mnras/stu1836

Notas: ISI, SCOPUS