Analysis of Solid Earth Tides Using Singular Spectrum Analysis: Implications for Earthquake Precursors

IF 0.9 4区 地球科学 Q4 GEOCHEMISTRY & GEOPHYSICS
Ramya Jeyaraman,  Venkatanathan N.
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引用次数: 0

Abstract

The traditional field of research has been enriched by discovering and applying several unique approaches for extracting relevant information from a time series of Solid Earth tides for a specific location. This study focused on the impactful Mw 9.1 megathrust earthquake of December 26, 2004, in Sumatra-Andaman, which spans 13 earthquakes within a 75-kilometer radius from 1991 to 2021. Employing the univariate singular spectrum analysis (SSA) on Solid Earth tides (SET), a significant anomalous variation in the sixth component of empirical orthogonal functions (EOF) is identified. It is noted that the eigenvalue corresponding to this component exhibits a correlation with earthquake magnitude. Further, this study is extended to a broader spatial region to perform in-depth spatio-temporal analysis exclusively for the December 26, 2004 earthquake, by expanding spatial analysis to latitudes 2° to 5° N and longitudes 94° to 98° E through a sliding window method. A spatio-temporal analysis from 1995 to 2004 reveals distinct patterns preceding higher magnitude earthquakes, offering valuable insights for long-term forecasting. It has been correlated with foreshocks that occur to the same spatiotemporal extent. In a nutshell, singular spectrum analysis SSA of Solid Earth Tides emerges as a promising precursor for long-term earthquake magnitude prediction. Also, EOF alone is insufficient for accurately forecasting the magnitude, as the results show an inverse relationship with magnitude. Finally, it might be combined with other parameters like foreshocks for reliable earthquake forecasting.

Abstract Image

用奇异谱分析分析固体地球潮汐:对地震前兆的影响
通过发现和应用几种独特的方法从特定地点的固体地球潮汐时间序列中提取相关信息,传统的研究领域得到了丰富。这项研究的重点是2004年12月26日发生在苏门答腊-安达曼的9.1级大逆冲地震,该地震从1991年到2021年在75公里半径内发生了13次地震。利用单变量奇异谱分析(SSA)对固体地球潮汐(SET)进行分析,发现经验正交函数(EOF)的第六分量存在显著的异常变化。注意到该分量对应的特征值与地震震级有一定的相关性。在此基础上,通过滑动窗口法将空间分析扩展到北纬2°~ 5°、东经94°~ 98°,进一步扩大了2004年12月26日地震的时空分析范围。1995年至2004年的时空分析揭示了高震级地震之前的不同模式,为长期预测提供了有价值的见解。它与发生在相同时空范围内的前震相关。简而言之,固体地球潮汐的奇异谱分析SSA成为长期地震震级预测的一个有希望的前兆。此外,仅凭EOF不足以准确预测震级,因为结果与震级呈反比关系。最后,它可以与前震等其他参数相结合,以实现可靠的地震预报。
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来源期刊
Izvestiya, Physics of the Solid Earth
Izvestiya, Physics of the Solid Earth 地学-地球化学与地球物理
CiteScore
1.60
自引率
30.00%
发文量
60
审稿时长
6-12 weeks
期刊介绍: Izvestiya, Physics of the Solid Earth is an international peer reviewed journal that publishes results of original theoretical and experimental research in relevant areas of the physics of the Earth''s interior and applied geophysics. The journal welcomes manuscripts from all countries in the English or Russian language.
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