Identification of multiple hard X-ray sources in solar flares: A Bayesian analysis of the February 20 2002 event
Federica Sciacchitano, Alberto Sorrentino, A Gordon Emslie and, Anna Maria Massone, Michele Piana

TL;DR
This paper introduces a Bayesian method to identify and analyze multiple hard X-ray sources in solar flares, applied to a 2002 event, revealing a simpler source structure than previously thought and providing insights into magnetic reconnection processes.
Contribution
The paper presents a novel Bayesian approach for source identification in solar flare X-ray data, allowing for quantitative assessment of source complexity and dynamics.
Findings
A simple two-footpoint-plus-coronal-source model explains the data.
One footpoint source moves rapidly, indicating high electric fields.
The method challenges previous claims of multiple sources in the event.
Abstract
The hard X-ray emission in a solar flare is typically characterized by a number of discrete sources, each with its own spectral, temporal, and spatial variability. Establishing the relationship amongst these sources is critical to determine the role of each in the energy release and transport processes that occur within the flare. In this paper we present a novel method to identify and characterize each source of hard X-ray emission. The method permits a quantitative determination of the most likely number of subsources present, and of the relative probabilities that the hard X-ray emission in a given subregion of the flare is represented by a complicated multiple source structure or by a simpler single source. We apply the method to a well-studied flare on 2002~February~20 in order to assess competing claims as to the number of chromospheric footpoint sources present, and hence to the…
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