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arXiv 2405.05282astro-ph.EPastro-ph.IMcs.LG
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使用机器学习检测KIC 1718360:一颗可能存在伴星的自转变星

The Detection of KIC 1718360, A Rotating Variable with a Possible Companion, Using Machine Learning

Jakob Roche

AI总结:

本文利用One-Class SVM机器学习方法在Kepler和TESS观测数据中检测到自转周期为2.938天的自转变星KIC 1718360,并发现可能存在系外行星伴星的证据。

摘要:

本文介绍了在G1.5IV-V型恒星KIC 1718360的光变曲线中检测到的一个周期性变暗事件。这是基于TESS和Kepler空间望远镜进行的可见光观测。数据分析似乎表明该恒星具有高自转速率,自转周期为2.938天。恒星光变曲线中呈现的高变异性指向将其分类为自转变星。初始观测是使用One-Class SVM机器学习方法在Kepler Quarter 16数据中进行的。TESS空间望远镜的后续观测证实了这些发现。KIC 1718360似乎是一颗近邻自转变星,但很少或几乎没有作为此类天体出现在主要星表中。此外还存在一个次要的额外周期性凹陷,表明可能存在一个系外行星伴星。

英文摘要:

This paper presents the detection of a periodic dimming event in the lightcurve of the G1.5IV-V type star KIC 1718360. This is based on visible-light observations conducted by both the TESS and Kepler space telescopes. Analysis of the data seems to point toward a high rotation rate in the star, with a rotational period of 2.938 days. The high variability seen within the star's lightcurve points toward classification as a rotating variable. The initial observation was made in Kepler Quarter 16 data using the One-Class SVM machine learning method. Subsequent observations by the TESS space telescope corroborated these findings. It appears that KIC 1718360 is a nearby rotating variable that appears in little to no major catalogs as such. A secondary, additional periodic dip is also present, indicating a possible exoplanetary companion.

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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