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arXiv 2402.18151astro-ph.HE
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磁星SGR J1935+2154爆发的简明时谱研究

Concise Spectrotemporal Studies of Magnetar SGR J1935+2154 Bursts

Ozge Keskin, Ersin Gogus, Yuki Kaneko, Mustafa Demirer, Shotaro Yamasaki, Matthew G. Baring, Lin Lin, Oliver J. Roberts, Chryssa Kouveliotou

AI总结:

本研究针对磁星SGR J1935+2154的51次亮爆发,采用结合机器学习聚类的两步时间分辨光谱分析法,首次系统应用共振回旋散射修正黑体模型,明确了磁星爆发的真实光谱演化,并与其他磁星的平均爆发特性做了对比。

摘要:

SGR J1935+2154确实是过去十年中爆发最频繁的磁星:自2014年被发现以来,它每1-2年就会进入一次爆发活跃期,2020年它释放了首个与X射线暴相关的银河系快速射电暴,且已产生数百次高能短爆发。本文中,我们对SGR J1935+2154的51次亮爆发开展了时间分辨光谱分析。与现有文献中传统的时间分辨X射线光谱研究不同,我们采用两步法来探究真实的光谱演化。对于每一次爆发,我们首先从重叠的时间段中提取光谱信息,用三种连续谱模型对其进行拟合,并采用基于机器学习的聚类算法识别出每次爆发过程中光谱变化最大的时间段。随后我们从这些非重叠的(聚类后的)时间段中提取光谱,再次用三种模型进行拟合:截断幂律模型、双黑体函数之和模型,以及考虑了经共振回旋散射的修正黑体辐射的模型,后者是首次在该尺度上被系统应用。我们的新技术使我们得以确定磁星爆发的真实光谱演化。我们讨论了研究结果的意义,并将这些爆发的整体行为与其他磁星的平均爆发特性进行了比较。

英文摘要:

SGR J1935+2154 has truly been the most prolific magnetar over the last decade: It has been entering into burst active episodes once every 1-2 years since its discovery in 2014, it emitted the first Galactic fast radio burst associated with an X-ray burst in 2020, and has emitted hundreds of energetic short bursts. Here, we present the time-resolved spectral analysis of 51 bright bursts from SGR J1935+2154. Unlike conventional time-resolved X-ray spectroscopic studies in the literature, we follow a two-step approach to probe true spectral evolution. For each burst, we first extract spectral information from overlapping time segments, fit them with three continuum models, and employ a machine learning based clustering algorithm to identify time segments that provide the largest spectral variations during each burst. We then extract spectra from those non-overlapping (clustered) time segments and fit them again with the three models: the cutoff power-law model, the sum of two blackbody functions, and the model considering the emission of a modified black body undergoing resonant cyclotron scattering, which is applied systematically at this scale for the first time. Our novel technique allowed us to establish the genuine spectral evolution of magnetar bursts. We discuss the implications of our results and compare their collective behavior with the average burst properties of other magnetars.

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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