Patterns of X-ray and $\gamma$-ray Flares: from Blazar to Maganetar and Sun
Haiyun Zhang, Dahai Yan, Lijuan Dong, Ping Zhang, Ruijing Tang, Jianeng Zhou, Lian Tao, Li Zhang, Niansheng Tang

TL;DR
This study uses Gaussian process analysis to compare the variability patterns of solar X-ray flares, a fast radio burst-associated X-ray burst, and blazar gamma-ray flares, revealing potential commonalities in their dynamic behaviors and underlying mechanisms.
Contribution
It introduces a Gaussian process-based method to analyze extreme flaring events across different astrophysical sources and identifies a possible critical damping condition linking solar flares, X-ray bursts, and gamma-ray flares.
Findings
Solar X-ray flares follow a stochastic SHO model with specific PSD break timescales.
FRB-associated X-ray burst has a Q value near 0.3, similar to some solar flares.
Blazar gamma-ray flares show higher Q values, indicating different dynamic behavior.
Abstract
Using Gaussian process methods, we analyzed the light curves of three extreme solar X-ray flares observed by the RHESSI satellite. Their variability characteristics were then compared with those of HXMT-HE X-ray burst (XRB; in SGR 1935+2154) associated with fast radio burst (FRB) 200428 and blazar -ray giant flares, to investigate the origins of these extreme flaring events. The variability patterns of the solar X-ray flares follow the stochastically driven damped simple harmonic oscillator (SHO) model. The derived timescales and (corresponding to PSD breaks) are in the range of 4-7 s and 16-53 s, respectively. The FRB-associated HXMT-HE burst has a value near 0.3, matching those of the solar flares occurred on 23 July 2002 (flare 1) and 3 November 2003 (flare 2). By contrast, blazar -ray giant flares show…
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