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arXiv 2301.08040astro-ph.SR
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利用 Solar Orbiter 的 STIX 表征太阳耀斑硬 X 射线时间轮廓中的快速时间变化

Characterising fast-time variations in the hard X-ray time profiles of solar flares using Solar Orbiter's STIX

Hannah Collier, Laura A. Hayes, Andrea F. Battaglia, Louise K. Harra, Säm Krucker

AI总结:

本研究开发了一种利用 Solar Orbiter 的 STIX 高分辨率数据,通过高斯过程回归和高斯线性组合分解,系统探测和表征太阳耀斑非热硬 X 射线时间轮廓中快速变化($\gtrsim 1$s)的新方法,并首次在 4-128s 时间尺度上成功探测到此类变化。

摘要:

目的:本工作旨在开发一种方法,利用 Solar Orbiter 的 X 射线成像光谱仪/望远镜(STIX)的高分辨率数据,系统地探测和表征太阳耀斑非热硬 X 射线(HXR)时间轮廓中的快速时间变化($\gtrsim 1$s)。\n方法:使用高斯过程(GP)回归对 HXR 时间轮廓进行平滑处理。随后用高斯函数的线性组合拟合时间轮廓以进行分解。从高斯分解中,可以推导出周期性、半高全宽(FWHM)、时间演化和振幅等关键特征。\n结果:我们展示了将该方法应用于 Solar Orbiter 科学运行第一年期间发生的四次 M 级和 X 级 GOES 分类耀斑的结果。这些耀斑的 HXR 时间轮廓被分解为单个高斯分量,并推导了它们的周期。拟合质量通过残差的标准差(即观测曲线与拟合曲线之差除以观测数据误差)来量化,对于本文展示的所有耀斑,该值 $\leq 1.8$。在本研究中,首次利用 Solar Orbiter 的 STIX 仪器在 4-128s 范围的时间尺度上探测到了快速时间变化。\n结论:我们开发了一种识别和表征太阳耀斑非热 HXR 轮廓中快速时间变化的新方法,该方法使用高斯爆发的线性组合拟合时间轮廓。借助 Solar Orbiter 上 STIX 的最新观测数据,研究耀斑时间变化的能力得到了极大提升。

英文摘要:

Aims: The aim of this work is to develop a method to systematically detect and characterise fast-time variations ($\gtrsim 1$s) in the non-thermal hard X-ray (HXR) time profiles of solar flares using high-resolution data from Solar Orbiter's Spectrometer/Telescope for Imaging X-rays (STIX). Methods: The HXR time profiles were smoothed using Gaussian Process (GP) regression. The time profiles were then fitted with a linear combination of Gaussians to decompose the time profile. From the Gaussian decomposition, key characteristics such as the periodicity, full width at half maximum (FWHM), time evolution, and amplitude can be derived. Results: We present the outcome of applying this method to four M and X GOES-class flares from the first year of Solar Orbiter science operations. The HXR time profiles of these flares were decomposed into individual Gaussians and their periods were derived. The quality of fit is quantified by the standard deviation of the residuals (difference between observed and fitted curve, normalised by the error on the observed data), for which we obtain $\leq 1.8$ for all flares presented. In this work, the first detection of fast-time variations with Solar Orbiter's STIX instrument has been made on timescales across the range of 4-128s. Conclusions: A new method for identifying and characterising fast-time variations in the non-thermal HXR profiles of solar flares has been developed, in which the time profiles are fit with a linear combination of Gaussian bursts. The opportunity to study time variations in flares has greatly improved with the new observations from STIX on Solar Orbiter.

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