Multifractal analysis of geomagnetic storm and solar flare indices and their class dependence

Multifractal analysis of geomagnetic storm and solar flare indices and their class dependence
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DOI:
10.1029/2008ja013854
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发表时间:
2009-05
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通讯作者:
Zuguo Yu;V. Anh;R. Eastes
Zuguo Yu;V. Anh;R. Eastes
中科院分区:
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文献类型:
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作者:
Zuguo Yu;V. Anh;R. Eastes

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利用多重分形去趋势波动分析(MF-DFA)研究了1995年3月1日至2003年6月17日期间地磁活动的两个指标Dst(代表低纬)和ap(代表全球地磁活动)与太阳X射线亮度Xl的多重分形特征. MF-DFA中Dst和ap的h(q)曲线相似,但与Xl的h(q)曲线不同,表明Xl与Dst和ap的标度性质不同.因此,不应该直接从太阳X射线观测来预测磁暴的大小。然而,在每小时的测量中,太阳X射线辐照度的类别(选择的类别是为了区分X-M类、C类和B类或更少的太阳耀斑,包括没有耀斑)与活跃期间在D st和a p中看到的地磁扰动(大到中等、小或安静)之间存在很强的关系。使用三个类将每个时间序列转换为符号序列。频率,产生的措施表示,符号序列中的子串,然后表征空间天气事件的模式。利用MF-DFA方法和传统的多重分形分析,我们计算了测度表示的h(q),D(q)和τ(q)曲线.τ(q)曲线表明这三个指标的测度表示都是多重分形的。在此三类聚类的基础上,我们发现当q为正值时,这三个指标的测度表示的h(q)、D(q)和τ(q)曲线是相似的。因此,正的耀斑风暴类依赖性反映在MF-DFA的标度指数h(q)和多重分形指数D(q)和τ(q)中。这一发现表明,太阳耀斑类的使用可以提高D级的预测。
The multifractal properties of two indices of geomagnetic activity, D st (representative of low latitudes) and a p (representative of the global geomagnetic activity), with the solar X-ray brightness, X l , during the period from 1 March 1995 to 17 June 2003 are examined using multifractal detrended fluctuation analysis (MF-DFA). The h(q) curves of D st and a p in the MF-DFA are similar to each other, but they are different from that of X l , indicating that the scaling properties of X l are different from those of D st and a p . Hence, one should not predict the magnitude of magnetic storms directly from solar X-ray observations. However, a strong relationship exists between the classes of the solar X-ray irradiance (the classes being chosen to separate solar flares of class X-M, class C, and class B or less, including no flares) in hourly measurements and the geomagnetic disturbances (large to moderate, small, or quiet) seen in D st and a p during the active period. Each time series was converted into a symbolic sequence using three classes. The frequency, yielding the measure representations, of the substrings in the symbolic sequences then characterizes the pattern of space weather events. Using the MF-DFA method and traditional multifractal analysis, we calculate the h(q), D(q), and τ (q) curves of the measure representations. The τ (q) curves indicate that the measure representations of these three indices are multifractal. On the basis of this three-class clustering, we find that the h(q), D(q), and τ (q) curves of the measure representations of these three indices are similar to each other for positive values of q. Hence, a positive flare storm class dependence is reflected in the scaling exponents h(q) in the MF-DFA and the multifractal exponents D(q) and τ (q). This finding indicates that the use of the solar flare classes could improve the prediction of the D st classes.