1. Stellar masses of giant clumps in CANDELS and simulated galaxies using machine learning
- Author
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David C. Koo, Omri Ginzburg, Anton M. Koekemoer, Nir Mandelker, Yicheng Guo, Gregory F. Snyder, Joel R. Primack, Christoph T. Lee, Maxwell Metter, Marc Huertas-Company, Haowen Zhang, Mauro Giavalisco, Daniel Ceverino, Avishai Dekel, Sandra M. Faber, Laboratoire d'Etude du Rayonnement et de la Matière en Astrophysique (LERMA (UMR_8112)), Observatoire de Paris, Université Paris sciences et lettres (PSL)-Université Paris sciences et lettres (PSL)-Sorbonne Université (SU)-Institut national des sciences de l'Univers (INSU - CNRS)-Centre National de la Recherche Scientifique (CNRS)-CY Cergy Paris Université (CY), Sciences, Philosophie, Histoire (SPHERE (UMR_7219)), and Université Paris Diderot - Paris 7 (UPD7)-Centre National de la Recherche Scientifique (CNRS)
- Subjects
Cosmology and Nongalactic Astrophysics (astro-ph.CO) ,Stellar mass ,FOS: Physical sciences ,Astrophysics::Cosmology and Extragalactic Astrophysics ,Astrophysics ,Disc galaxy ,Vela ,01 natural sciences ,0103 physical sciences ,Galaxy formation and evolution ,galaxies: formation ,Astrophysics::Solar and Stellar Astrophysics ,galaxies: irregular ,010303 astronomy & astrophysics ,Astrophysics::Galaxy Astrophysics ,Physics ,Solar mass ,010308 nuclear & particles physics ,Astronomy and Astrophysics ,Astrophysics - Astrophysics of Galaxies ,methods: data analysis ,Redshift ,Galaxy ,Gravitational lens ,Space and Planetary Science ,Astrophysics of Galaxies (astro-ph.GA) ,galaxies: star formation ,galaxies: structure ,Astrophysics::Earth and Planetary Astrophysics ,galaxies: evolution ,[PHYS.ASTR]Physics [physics]/Astrophysics [astro-ph] ,Astrophysics - Cosmology and Nongalactic Astrophysics - Abstract
A significant fraction of high redshift star-forming disc galaxies are known to host giant clumps, whose nature and role in galaxy evolution are yet to be understood. In this work we first present a new method based on neural networks to detect clumps in galaxy images. We use this method to detect clumps in the rest-frame optical and UV images of a complete sample of $\sim1500$ star forming galaxies at $1, Comment: Accepted for publication in MNRAS - This is the final version
- Published
- 2020