Detecting non-thermal emission in a solar microflare using nested sampling

K. Cooper, I. Hannah, L. Glesener, B. Grefenstette
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Abstract

Microflares are energetically smaller versions of solar flares, demonstrating the same processes of plasma heating and particle acceleration. However, it remains unclear down to what energy scales this impulsive energy release continues, which has implications for how the solar atmosphere is heated. The heating and particle acceleration in microflares can be studied through their X-ray emission, finding predominantly thermal emission at lower energies; however, at higher energies it can be difficult to distinguish whether the emission is due to hotter plasma and/or accelerated elections. We present the first application of nested sampling to solar flare X-ray spectra, an approach which provides a quantitative degree of confidence for one model over another. We analyse NuSTAR X-ray observations of a small active region microflare (A0.02 GOES/XRS class equivalent) that occurred on 2021 November 17, with a new Python package for spectral fitting, sunkit-spex, to compute the parameter posterior distributions and the evidence of different models representing the higher energy emission as due to thermal or non-thermal sources. Calculating the Bayes factor, we show there is significantly stronger evidence for the higher energy microflare emission to be produced by non-thermal emission from flare accelerated electrons than by an additional hot thermal source. Qualitative confirmation of this non-thermal source is provided by the lack of hotter (10 MK) emission in SDO/AIA’s EUV data. The nested sampling approach used in this paper has provided clear support for non-thermal emission at the level of 3× 1024 erg s−1 in this tiny microflare.
利用嵌套采样检测太阳微耀斑中的非热辐射
微耀斑是能量较小的太阳耀斑,展示了相同的等离子体加热和粒子加速过程。然而,目前仍不清楚这种脉冲能量释放持续到什么能量尺度,这对太阳大气如何被加热有影响。微耀斑中的加热和粒子加速可通过其 X 射线辐射进行研究,发现在较低能量下主要是热辐射;然而,在较高能量下,很难区分辐射是否是由于较热等离子体和/或加速选举造成的。我们首次将嵌套取样应用于太阳耀斑的 X 射线光谱,这种方法可提供一种模型相对于另一种模型的定量可信度。我们分析了 2021 年 11 月 17 日发生的一个小型活动区微耀斑(相当于 A0.02 GOES/XRS 级)的 NuSTAR X 射线观测数据,并使用新的 Python 软件包 sunkit-spex(用于光谱拟合)计算参数后验分布,以及代表热源或非热源造成的高能发射的不同模型的证据。通过计算贝叶斯因子,我们发现更高能量的微耀斑辐射是由耀斑加速电子的非热辐射产生的,而不是由额外的热源产生的。SDO/AIA的EUV数据中没有更热(10 MK)的发射,这就从质量上证实了这种非热源。本文使用的嵌套采样方法为这一微小的微耀斑中3× 1024 erg s-1水平的非热辐射提供了明确的支持。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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