Detection of Contact Binary Candidates Observed By TESS Using the Autoencoder Neural Network | |
Ding X(丁旭)4,5,6; Song, ZhiMing2,3; Wang CJ(王传军)1,4,5,6; Ji KF(季凯帆)1,4,5,6 | |
刊名 | ASTRONOMICAL JOURNAL |
2024-05-01 | |
卷号 | 167期号:5 |
ISSN号 | 0004-6256 |
DOI | 10.3847/1538-3881/ad3048 |
产权排序 | 第1完成单位 |
文献子类 | Article |
英文摘要 | A contact binary may be the progenitor of a red nova that eventually produces a merger event and have a cut-off period of around 0.2 days. Therefore, a large number of contact binaries is needed to search for the progenitor of red novae and to study the characteristics of short-period contact binaries. In this paper, we employ the Phoebe program to generate a large number of light curves based on the fundamental parameters of contact binaries. Using these light curves as samples, an autoencoder model is trained, which can reconstruct the light curves of contact binaries very well. When the error between the output light curve from the model and the input light curve is large, it may be due to other types of variable stars. The goodness of fit (R 2) between the output light curve from the model and the input light curve is calculated. Based on the thresholds for global goodness of fit (R 2), period, range magnitude, and local goodness of fit (R 2), a total of 1322 target candidates were obtained. |
学科主题 | 天文学 ; 恒星与银河系 |
URL标识 | 查看原文 |
出版地 | TEMPLE CIRCUS, TEMPLE WAY, BRISTOL BS1 6BE, ENGLAND |
资助项目 | Chinese Natural Science Foundation; Yunnan Provincial Foundation[202101AT070020]; National Key R&D Program of China[2022YFF0711500]; National Key R&D Program of China[2023YFA1608300]; Yunnan Provincial Key Laboratory of Forensic Science[YJXK005]; Yunnan Basic Research Program[202201AU070116]; China Manned Space Project;[12103088] |
WOS关键词 | MINIMUM MASS-RATIO ; ECLIPSING BINARIES ; CATALOG ; STARS. ; I. ; PARAMETERS ; PROJECT ; SYSTEMS ; II. |
WOS研究方向 | Astronomy & Astrophysics |
语种 | 英语 |
出版者 | IOP Publishing Ltd |
WOS记录号 | WOS:001196691200001 |
资助机构 | Chinese Natural Science Foundation ; Yunnan Provincial Foundation[202101AT070020] ; National Key R&D Program of China[2022YFF0711500, 2023YFA1608300] ; Yunnan Provincial Key Laboratory of Forensic Science[YJXK005] ; Yunnan Basic Research Program[202201AU070116] ; China Manned Space Project ; [12103088] |
内容类型 | 期刊论文 |
版本 | 出版稿 |
源URL | [http://ir.ynao.ac.cn/handle/114a53/27042] |
专题 | 云南天文台_丽江天文观测站(南方基地) |
作者单位 | 1.University of the Chinese Academy of Sciences, Yuquan Road 19#, Shijingshan Block, 100049 Beijing, People's Republic of China 2.Yunnan Key Laboratory of Service Computing, Kunming, People's Republic of China; 3.School of Information, Yunnan University of Finance and Economics, Kunming, People's Republic of China; 4.Center for Astronomical Mega-Science, Chinese Academy of Sciences, 20A Datun Road, Chaoyang District, Beijing, 100012, People's Republic of China; 5.Key Laboratory of the Structure and Evolution of Celestial Objects, Chinese Academy of Sciences, P.O. Box 110, 650216 Kunming, People's Republic of China; 6.Yunnan Observatories, Chinese Academy of Sciences (CAS), P.O. Box 110, 650216 Kunming, People's Republic of China; dingxu@ynao.ac.cn, wcj@ynao.ac.cn, jkf@ynao.ac.cn; |
推荐引用方式 GB/T 7714 | Ding X,Song, ZhiMing,Wang CJ,et al. Detection of Contact Binary Candidates Observed By TESS Using the Autoencoder Neural Network[J]. ASTRONOMICAL JOURNAL,2024,167(5). |
APA | 丁旭,Song, ZhiMing,王传军,&季凯帆.(2024).Detection of Contact Binary Candidates Observed By TESS Using the Autoencoder Neural Network.ASTRONOMICAL JOURNAL,167(5). |
MLA | 丁旭,et al."Detection of Contact Binary Candidates Observed By TESS Using the Autoencoder Neural Network".ASTRONOMICAL JOURNAL 167.5(2024). |
个性服务 |
查看访问统计 |
相关权益政策 |
暂无数据 |
收藏/分享 |
除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。
修改评论