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Flare Hunting in Hot Subdwarf and White Dwarf Stars from Cycles 1–5 of TESS Photometry

The Astrophysical Journal Supplement Series(2024)SCI 2区

Beijing Normal Univ | INAF Osservatorio Astrofis Torino | Univ Toulouse | Boston Univ | Int Ctr Supernovae | Chongqing Univ Posts & Telecommun

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Abstract
Stellar flares are critical phenomena on stellar surfaces, which are closely tied to stellar magnetism. While extensively studied in main-sequence (MS) stars, their occurrence in evolved compact stars, specifically hot subdwarfs and white dwarfs (WDs), remains scarcely explored. Based on Cycles 1–5 of TESS photometry, we conducted a pioneering survey of flare events in ∼12,000 compact stars, corresponding to ∼38,000 light curves with a 2 minute cadence. Through dedicated techniques for detrending light curves, identifying preliminary flare candidates, and validating them via machine learning, we established a catalog of 1016 flares from 193 compact stars, including 182 from 58 sdB/sdO stars and 834 from 135 WDs, respectively. However, all flaring compact stars showed signs of contamination from nearby objects or companion stars, preventing sole attribution of the detected flares. For WDs, it is highly probable that the flares originated from their cool MS companions. In contrast, the higher luminosities of sdB/sdO stars diminish companion contributions, suggesting that detected flares originated from sdB/sdO stars themselves or through close magnetic interactions with companions. Focusing on a refined sample of 23 flares from 13 sdB/sdO stars, we found their flare frequency distributions were slightly divergent from those of cool MS stars; instead, they resemble those of hot B/A-type MS stars having radiative envelopes. This similarity implies that the flares on sdB/sdO stars, if these flares did originate from them, may share underlying mechanisms with hot MS stars, which warrants further investigation.
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White dwarf stars,B subdwarf stars,Stellar flares,Photometry,Random Forests
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要点】:本研究利用TESS光度周期1-5的数据,对约12000颗紧凑恒星进行了开创性的耀斑活动调查,通过数据去趋势、初步耀斑候选识别和机器学习验证,建立了1016次耀斑事件目录,主要创新点在于对 evolved compact stars中耀斑活动的探索。

方法】:采用了专门的技术对光变曲线进行去趋势,通过机器学习的方法识别和验证耀斑事件。

实验】:利用TESS光度周期1-5的数据,对12000颗紧凑恒星进行了约38000个2分钟采样周期的光变曲线分析,建立了1016次耀斑事件目录,其中包括182次来自58颗sdB/sdO恒星和834次来自135颗白矮星。在研究的样本中,所有爆发的紧凑恒星都显示出受到了邻近天体或伴星污染的影响。