论文标题

中级群集NGC 3532中的X射线源人群:用于机器学习分类的测试床

Population of X-ray Sources in the Intermediate-Age Cluster NGC 3532: a Test Bed for Machine-Learning Classification

论文作者

Chen, Steven, Kargaltsev, Oleg, Yang, Hui, Hare, Jeremy, Volkov, Igor, Rangelov, Blagoy, Tomsick, John

论文摘要

开放式簇被认为是银河系中大多数恒星的出生地。因此,它们是研究恒星进化的出色实验室,以及各种类型的恒星(包括二进制恒星,进化的恒星和紧凑物体)的X射线特性。在这项工作中,我们使用Chandra X射线天文台和多波长数据中的几个调查中的X射线源的X射线源人群进行了研究。我们在NGC 3532领域中应用随机索具的机器学习管道(MUWCLASS),以对所有自信检测到的X射线源(S/N $> 5 $)进行分类。我们还对包括其X射线光谱和光效率在内的更亮源进行了更详细的研究。大多数X射线源被确认为冠状动脉低质量恒星,其中许多是由Muwclass确定的。 X射线中的几个晚期B或早期A-Type \ textbf {stars}相对较明亮,其中大多数可能是二进制文件。我们在与NGC 3532可靠相关的X射线源之间找不到任何紧凑的物体,直到限制X射线通量为$ \ sim 2 \ sim 2 \ times10^{ - 15} $ erg s $^{ - 1} $ cm $ $ cm $ $^{ - 2} $,以对应于$ l_x \ sim 6 \ sim 6 \ sim 6 \ sim 6 \ sim times 10^$ g {集群的距离。我们还确定了NGC 3532以外的几个银河系来源,它们与典型的冠状动物不同,并被Muwclass分类为潜在的紧凑物体。详细的调查表明,这些来源确实可能属于稀有类别,值得进行后续观察。

Open clusters are thought to be the birth place of most stars in the Galaxy. Thus, they are excellent laboratories for investigating stellar evolution, and X-ray properties of various types of stars (including binary stars, evolved stars, and compact objects). In this work, we investigate the population of X-ray sources in the nearby 300-Myr-old open cluster NGC 3532 using Chandra X-ray Observatory and multi-wavelength data from several surveys. We apply a random-forest machine-learning pipeline (MUWCLASS) to classify all confidently detected X-ray sources (S/N$>5$) in the field of NGC 3532. We also perform a more detailed investigation of brighter sources, including their X-ray spectra and lightcurves. Most X-ray sources are confirmed as coronally-active low-mass stars, many of which are confidently identified by MUWCLASS. Several late B or early A-type \textbf{stars} are relatively bright in X-rays, most of which are likely binaries. We do not find any compact objects among X-ray sources reliably associated with NGC 3532, down to the limiting X-ray flux of $\sim 2\times10^{-15}$ erg s$^{-1}$ cm$^{-2}$, corresponding to $L_X\sim 6\times 10^{28}$ erg s$^{-1}$ at the cluster's distance. We also identify several Galactic sources beyond NGC 3532 that differ from typical coronally active stars, and were classified by MUWCLASS as potential compact objects. Detailed investigation reveals that these sources may indeed belong to rarer classes, and deserve follow up observations.

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