GALAXY CRUISE: Spiral and ring classifications for bright galaxies at z = 0.01–0.3

Author:

Shimakawa Rhythm12ORCID,Tanaka Masayuki3,Ito Kei4ORCID,Ando Makoto4ORCID

Affiliation:

1. Waseda Institute for Advanced Study (WIAS), Waseda University , Nishi Waseda, Shinjuku, Tokyo 169-0051 , Japan

2. Center for Data Science, Waseda University , 1-6-1 Nishi-Waseda, Shinjuku, Tokyo 169-0051 , Japan

3. National Astronomical Observatory of Japan (NAOJ), National Institutes of Natural Sciences , 2-21-1 Osawa, Mitaka, Tokyo 181-8588 , Japan

4. Department of Astronomy, Graduate School of Science, The University of Tokyo , 7-3-1 Hongo, Bunkyo, Tokyo 113-0033 , Japan

Abstract

Abstract This paper presents a morphology classification catalog of spiral and ring features of 59854 magnitude-limited galaxies (r < 17.8 mag, and additional 628005 subsamples down to r = 20 mag) at z = 0.01–0.3 based on the Third Public Data Release of the Hyper Suprime-Cam Subaru Strategic Program. We employ two deep-learning classifiers to determine the spiral and ring structures separately based on GALAXY CRUISE Data Release 1, which is dedicated to Hyper Suprime-Cam data. The number of spiral and ring galaxies contain 31864 and 8808 sources, respectively, which constitute 53% and 15% of the sample. A notable result of this study is the construction of a large sample of ring galaxies utilizing high-quality imaging data delivered by the Subaru Hyper Suprime-Cam. However, the accurate identification of ring galaxies remains difficult at a limited seeing resolution. Additionally, we confirm that most spiral galaxies are located on the star-forming main sequence, whereas ring galaxies preferentially reside in the green valley at stellar masses of 1010.5–1011 solar mass. Furthermore, decreasing fractions of spiral and ring galaxies are observed toward the centers of the galaxy clusters. The obtained morphology catalog is publicly available on the GALAXY CRUISE website.

Funder

National Astronomical Observatory of Japan

University of Tokyo

High Energy Accelerator Research Organization

Princeton University

University of Hawaii

National Aeronautics and Space Administration

National Science Foundation

Los Alamos National Laboratory

Publisher

Oxford University Press (OUP)

Subject

Space and Planetary Science,Astronomy and Astrophysics

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