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

IF 2.2 4区 物理与天体物理 Q2 ASTRONOMY & ASTROPHYSICS
Rhythm Shimakawa, Masayuki Tanaka, Kei Ito, Makoto Ando
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引用次数: 0

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.
银河巡航:z = 0.01-0.3 明亮星系的螺旋和环状分类
本文介绍了基于Hyper Suprime-Cam Subaru战略计划第三次公开数据发布的z=0.01-0.3的59854个等级数限制星系(ramp &;lt;17.8等,以及额外的628005个低至r=20等的子样本)的螺旋和环状特征的形态分类目录。我们采用了两种深度学习分类器,根据专门用于超级超ime-Cam 数据的 GALAXY CRUISE 第 1 版数据,分别确定螺旋结构和环状结构。螺旋星系和环状星系的数量分别为 31864 个和 8808 个,分别占样本的 53% 和 15%。这项研究的一个显著成果是利用 Subaru Hyper Suprime-Cam 提供的高质量成像数据构建了一个庞大的环状星系样本。然而,在有限的视场分辨率下,环状星系的精确识别仍然很困难。此外,我们还证实,大多数螺旋星系都位于恒星形成的主序上,而环状星系则优先位于恒星质量为1010.5-1011太阳质量的绿谷中。此外,在星系团的中心还观测到螺旋星系和环状星系的比例在不断下降。获得的形态目录可在 GALAXY CRUISE 网站上公开查阅。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Publications of the Astronomical Society of Japan
Publications of the Astronomical Society of Japan 地学天文-天文与天体物理
CiteScore
4.10
自引率
13.00%
发文量
98
审稿时长
4-8 weeks
期刊介绍: Publications of the Astronomical Society of Japan (PASJ) publishes the results of original research in all aspects of astronomy, astrophysics, and fields closely related to them.
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