Raffaele Reda, Mirko Stumpo, Luca Giovannelli, Tommaso Alberti, Giuseppe Consolini
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引用次数: 0
摘要
太阳磁场活动的变化是日光层内等离子体和电磁环境观测到的变化的主要来源。太阳活动影响地球环境的主要途径是太阳风及其瞬变。然而,在空间天气和空间气候的时间尺度上,太阳活动和太阳风之间的关系并不相同。在这项工作中,我们利用 Ca II K 指数和太阳风参数的五个太阳周期数据,利用希尔伯特-黄变换(Hilbert-Huang Transform)研究了这种关系,该变换可以分离不同时间尺度上的贡献。通过滤除高频成分和观察十年时间尺度,我们证实了太阳风对Ca II K指数变化的延迟响应的存在,速度的时滞为3.1年,动压的时滞为3.4年。为了在一个更强的框架内评估结果,我们使用了转移熵方法来研究数量之间的信息流并检验关系的因果性。后者得出的时滞结果与交叉相关结果一致,指出从 Ca II K 指数到太阳风动态压力之间存在统计意义上的信息流,在时滞 3.6 年时达到峰值。这一结果可能与建立空间气候预测模型有关。
Disentangling the solar activity–solar wind predictive causality at Space Climate scales
The variability in the magnetic activity of the Sun is the main source of the observed changes in the plasma and electromagnetic environments within the heliosphere. The primary way in which solar activity affects the Earth’s environment is via the solar wind and its transients. However, the relationship between solar activity and solar wind is not the same at the Space Weather and Space Climate time scales. In this work, we investigate this relationship exploiting five solar cycles data of Ca II K index and solar wind parameters, by taking advantage of the Hilbert–Huang Transform, which allows to separate the contribution at the different time scales. By filtering out the high-frequency components and looking at decennial time scales, we confirm the presence of a delayed response of solar wind to Ca II K index variations, with a time lag of \(\sim\) 3.1-year for the speed and \(\sim\) 3.4-year for the dynamic pressure. To assess the results in a stronger framework, we make use of a Transfer Entropy approach to investigate the information flow between the quantities and to test the causality of the relation. The time lag results from the latter are consistent with the cross-correlation ones, pointing out the presence of a statistical significant information flow from Ca II K index to solar wind dynamic pressure that peaks at time lag of 3.6-year. Such a result could be of relevance to build up a predictive model in a Space Climate context.
期刊介绍:
Rendiconti is the interdisciplinary scientific journal of the Accademia dei Lincei, the Italian National Academy, situated in Rome, which publishes original articles in the fi elds of geosciences, envi ronmental sciences, and biological and biomedi cal sciences. Particular interest is accorded to papers dealing with modern trends in the natural sciences, with interdisciplinary relationships and with the roots and historical development of these disciplines.