1. J-PLUS: Morphological star/galaxy classification by PDF analysis
- Author
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Paula Coelho, Alberto Molino, Jesús A. Varela, D. Spinoso, David Cristóbal-Hornillos, Ana L. Chies-Santos, C. Hernández-Monteagudo, Devin D. Whitten, R. Logroño-García, C. Mendes de Oliveira, I. San Roman, Lluís Galbany, A. J. Cenarro, M. V. Costa-Duarte, B. Ascaso, Arianna Cortesi, C. López-Sanjuan, Laerte Sodré, L. Sampedro, S. Bonoli, D. Muniesa, G. Vilella-Rojo, Mariano Moles, L. A. Díaz-García, Kerttu Viironen, Vinicius M. Placco, Antonio Marín-Franch, Alessandro Ederoclite, Raul E. Angulo, Alvaro Orsi, R. A. Dupke, H. Vázquez Ramió, AstroParticule et Cosmologie (APC (UMR_7164)), Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Institut National de Physique Nucléaire et de Physique des Particules du CNRS (IN2P3)-Observatoire de Paris, Université Paris sciences et lettres (PSL)-Université Paris sciences et lettres (PSL)-Centre National de la Recherche Scientifique (CNRS)-Université de Paris (UP), Institut National de Physique Nucléaire et de Physique des Particules du CNRS (IN2P3)-Centre National de la Recherche Scientifique (CNRS)-Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Observatoire de Paris, PSL Research University (PSL)-PSL Research University (PSL)-Université Paris Diderot - Paris 7 (UPD7), Université Paris sciences et lettres (PSL)-Université Paris sciences et lettres (PSL)-Centre National de la Recherche Scientifique (CNRS)-Université Paris Cité (UPCité), Observatoire de Paris, and PSL Research University (PSL)-PSL Research University (PSL)-Université Paris Diderot - Paris 7 (UPD7)-Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Institut National de Physique Nucléaire et de Physique des Particules du CNRS (IN2P3)-Centre National de la Recherche Scientifique (CNRS)
- Subjects
Be star ,media_common.quotation_subject ,Milky Way ,Magnitude (mathematics) ,FOS: Physical sciences ,Astrophysics ,Astrophysics::Cosmology and Extragalactic Astrophysics ,Star (graph theory) ,01 natural sciences ,Naive Bayes classifier ,0103 physical sciences ,010303 astronomy & astrophysics ,Astrophysics::Galaxy Astrophysics ,galaxies: statistics ,media_common ,Physics ,[PHYS]Physics [physics] ,Galaxy: stellar content ,010308 nuclear & particles physics ,OBSERVATÓRIOS ,Astronomy and Astrophysics ,Astrophysics - Astrophysics of Galaxies ,methods: data analysis ,Galaxy ,Stars ,Space and Planetary Science ,Sky ,Astrophysics of Galaxies (astro-ph.GA) - Abstract
Our goal is to morphologically classify the sources identified in the images of the J-PLUS early data release (EDR) into compact (stars) or extended (galaxies) using a suited Bayesian classifier. J-PLUS sources exhibit two distinct populations in the r-band magnitude vs. concentration plane, corresponding to compact and extended sources. We modelled the two-population distribution with a skewed Gaussian for compact objects and a log-normal function for the extended ones. The derived model and the number density prior based on J-PLUS EDR data were used to estimate the Bayesian probability of a source to be star or galaxy. This procedure was applied pointing-by-pointing to account for varying observing conditions and sky position. Finally, we combined the morphological information from g, r, and i broad bands in order to improve the classification of low signal-to-noise sources. The derived probabilities are used to compute the pointing-by-pointing number counts of stars and galaxies. The former increases as we approach to the Milky Way disk, and the latter are similar across the probed area. The comparison with SDSS in the common regions is satisfactory up to r ~ 21, with consistent numbers of stars and galaxies, and consistent distributions in concentration and (g - i) colour spaces. We implement a morphological star/galaxy classifier based on PDF analysis, providing meaningful probabilities for J-PLUS sources to one magnitude deeper (r ~ 21) than a classical boolean classification. These probabilities are suited for the statistical study of 150k stars and 101k galaxies with 15 < r < 21 present in the 31.7 deg2 of the J-PLUS EDR. In a future version of the classifier, we will include J-PLUS colour information from twelve photometric bands., Submitted to Astronomy and Astrophysics. 14 pages, 16 figures, 1 tables. Comments are welcome. All extra figures and the number counts files will be available with the paper in press
- Published
- 2019