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Analysis of the Major Parameters in Solar Active Regions Based on the PCA Method

机译:基于PCA方法的太阳活动区主要参数分析

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摘要

The occurrence of solar flares and solar proton events has a close relation with the solar active regions. A deep analysis on this relation is helpful to build a concrete model of forecasting solar flares and solar proton events. In this paper the Principal Component Analysis (PCA) method is adopted to analyze the main parameters of the solar active regions with solar proton events happened in 1997~2010, the selected parameters include the magnetic classification of sunspot, the McIntosh classification of sunspot group, the area of sunspot group, the 10.7 cm radio flux, the flare index, the proton flare position, and the soft X-ray flare intensity. The order of principal component scores for 81 solar activities has been obtained (the score represents the strength of each event), which is compared with the peak flux of solar proton event, the annual mean values of sunspot area and 10.7 cm radio flux, it is found that the similarity is very high, and this shows that the principal component scores can represent the strength of solar activity to some extent.
机译:太阳耀斑和太阳质子事件的发生与太阳活动区有着密切的关系。对这种关系的深入分析有助于建立一个预测太阳耀斑和太阳质子事件的具体模型。本文采用主成分分析(PCA)方法对1997〜2010年发生太阳质子事件的太阳活动区的主要参数进行分析,选择的参数包括黑子的磁分类,黑子组的McIntosh分类,太阳黑子群的面积,10.7厘米的辐射通量,耀斑指数,质子耀斑位置和软X射线耀斑强度。获得了81次太阳活动的主成分分数的顺序(分数代表每个事件的强度),并将其与太阳质子事件的峰值通量,太阳黑子面积的年平均值和10.7 cm的无线电通量进行比较。据发现相似度非常高,这表明主成分得分可以在某种程度上代表太阳活动的强度。

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