SARD:基于yolov8的太阳活动区SDO/HMI磁图探测系统

IF 2.4 3区 物理与天体物理 Q2 ASTRONOMY & ASTROPHYSICS
Jinhui Pan, Jiajia Liu, Shaofeng Fang, Rui Liu
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引用次数: 0

摘要

太阳活动区是太阳黑子所在和光球磁通量集中的地方,因此是太阳大气中高能喷发的来源。太阳活动区的探测与统计一直是太阳物理学的前沿课题。在本研究中,我们基于先进的目标探测模型YOLOv8开发了太阳活动区探测器(SARD)。首先,对2010 - 2019年由太阳动力观测台日震磁成像仪获取的6975张节奏为12 h的视距磁图进行阈值化和形态学处理。我们根据NOAA目录进行人工细化,对数据集中的每个活动区域进行标记,总共获得26,531个标签,用于SARD的训练和测试。在训练集和测试集之间没有任何重叠的情况下,SARD的平均准确率高达94%,证明了其优越的性能。然后,我们对探测到的活动区域的面积和磁通量进行了统计分析,两者都产生对数正态分布。这一结果揭示了太阳活动区潜在的复杂性和多尺度性质。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
SARD: A YOLOv8-Based System for Solar Active Region Detection with SDO/HMI Magnetograms

Solar active regions are where sunspots are located and photospheric magnetic fluxes are concentrated, therefore being the sources of energetic eruptions in the solar atmosphere. The detection and statistics of solar active regions have been forefront topics in solar physics. In this study, we developed a solar active region detector (SARD) based on the advanced object detection model YOLOv8. First, we applied image processing techniques including thresholding and morphological operations to 6975 line-of-sight magnetograms from 2010 to 2019 at a cadence of 12 h, obtained by the Helioseismic and Magnetic Imager onboard the Solar Dynamic Observatory. With manual refinement in accordance with the NOAA catalog, we labeled each individual active regions in the dataset, and obtained a total of 26,531 labels for training and testing the SARD. Without any overlap between the training and test sets, the superior performance of SARD is demonstrated by an average precision rate as high as 94%. We then performed a statistical analysis on the area and magnetic flux of the detected active regions, both of which yield log-normal distributions. This result sheds light on the underlying complexity and multi-scale nature of solar active regions.

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来源期刊
Solar Physics
Solar Physics 地学天文-天文与天体物理
CiteScore
5.10
自引率
17.90%
发文量
146
审稿时长
1 months
期刊介绍: Solar Physics was founded in 1967 and is the principal journal for the publication of the results of fundamental research on the Sun. The journal treats all aspects of solar physics, ranging from the internal structure of the Sun and its evolution to the outer corona and solar wind in interplanetary space. Papers on solar-terrestrial physics and on stellar research are also published when their results have a direct bearing on our understanding of the Sun.
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