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arXiv 2011.12177astro-ph.GAcs.LG
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使用GOTHIC自动检测双核星系及大样本双AGN的发现

Automated Detection of Double Nuclei Galaxies using GOTHIC and the Discovery of a Large Sample of Dual AGN

Birla Institute of Technology & Science(贝拉技术科学学院);Indian Institute of Science Education and Research(印度科学教育与研究院);Indian Institute of Astrophysics(印度天体物理研究所);University of Allahabad(阿拉哈巴德大学);HappyMonk AI(HappyMonk人工智能公司);Observatoire de Paris(巴黎天文台);Collège de France(法兰西公学院);PSL University(巴黎文理研究大学);Sorbonne University(索邦大学);CNRS(法国国家科学研究中心)

Anwesh Bhattacharya, Nehal C. P., Mousumi Das, Abhishek Paswan, Snehanshu Saha, Francoise Combes

AI总结:

提出GOTHIC算法检测双核星系,在100万个SDSS DR16星系中发现159个双AGN,揭示恒星形成熄灭与核靠近及AGN比例增加相关。

摘要:

我们提出了一种名为GOTHIC(Graph BOosted iterated HIll Climbing,图增强迭代爬山)的新颖算法来检测双核星系(DNG),该算法检测给定星系图像是否具有两个或多个紧密分离的核。我们的目标是检测星系中的双活动星系核(AGN)或多活动星系核样本。尽管星系合并很常见,但双AGN的检测却很罕见。它们的检测非常重要,因为它们有助于我们理解超大质量黑洞(SMBH)双星的形成、SMBH的生长以及多核系统中的AGN反馈效应。因此,需要一种算法对现有成像数据进行系统巡天,以发现DNG和双AGN。我们在已知DNG样本上测试了GOTHIC,随后将其应用于大约100万个SDSS DR16星系样本,这些星系的红移范围约为0到0.75,并且具有可用的光谱数据。我们在该样本中检测到159个双AGN,其中2个是三重AGN系统。我们的结果表明双AGN并不常见,三重AGN更为罕见。DNG的颜色(u-r)星等图表明,随着核相互靠近以及AGN比例的增加,恒星形成被熄灭。对于位于红序列极端端的双/三重AGN星系,这种熄灭尤为显著。

英文摘要:

We present a novel algorithm to detect double nuclei galaxies (DNG) called GOTHIC (Graph BOosted iterated HIll Climbing) - that detects whether a given image of a galaxy has two or more closely separated nuclei. Our aim is to detect samples of dual or multiple active galactic nuclei (AGN) in galaxies. Although galaxy mergers are common, the detection of dual AGN is rare. Their detection is very important as they help us understand the formation of supermassive black hole (SMBH) binaries, SMBH growth and AGN feedback effects in multiple nuclei systems. There is thus a need for an algorithm to do a systematic survey of existing imaging data for the discovery of DNGs and dual AGN. We have tested GOTHIC on a known sample of DNGs and subsequently applied it to a sample of a million SDSS DR16 galaxies lying in the redshift range of 0 to 0.75 approximately, and have available spectroscopic data. We have detected 159 dual AGN in this sample, of which 2 are triple AGN systems. Our results show that dual AGN are not common, and triple AGN even rarer. The color (u-r) magnitude plots of the DNGs indicate that star formation is quenched as the nuclei come closer and as the AGN fraction increases. The quenching is especially prominent for dual/triple AGN galaxies that lie in the extreme end of the red sequence.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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