利用基于普通克里金法的代用模型分析电离层 TEC 变化并预测地震期间的 TEC

IF 0.7 4区 地球科学 Q4 GEOCHEMISTRY & GEOPHYSICS Geomagnetism and Aeronomy Pub Date : 2024-03-14 DOI:10.1134/S001679322360025X
R. Mukesh, Sarat C. Dass, M. Vijay, S. Kiruthiga, S. Mythili
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引用次数: 0

摘要

地震指标为灾前和灾后准备工作提供了巨大优势。电子总含量(TEC)是一种电离层测量值,在地震可能发生之前会发生变化。在本研究论文中,用于预报电离层 TEC 变化的基于普通克里金的代用模型(OKSM)被用作低纬度和中纬度地区的地震指标。从中纬度和低纬度地区选择了七个国际全球导航卫星系统服务(IGS)台站进行观测。这些台站来自不同国家,如印度尼西亚(BAKO)、厄瓜多尔(RIOP)、希腊(ORID)、塞浦路斯(NICO)、夏威夷(HNLC)和意大利(MATE & MAT1)。OKSM 预测程序利用观测日期前 2 个月的 TEC 数据及其太阳参数,如行星 K 和 A 指数(Kp & Ap)、10.7 厘米处的射电通量(F10.7)以及从 OMNIWEB 数据服务器获取的扰动风暴时间(DST)指数。使用均方根误差 (RMSE)、归一化均方根误差 (NRMSE)、平均绝对误差 (MAE)、皮尔逊相关系数 (PCC) 和卡方拟合度检验等统计指标对模型的性能进行评估。对同日预测模型的评估表明,OKSM 的性能偏差范围在 2-5 TECU 之间,同时也确定了 OKSM 预测能力准确的事实。通过剔除太阳风暴和太阳活动的影响,利用从地震高发区收集的前几日数据构建的 OKSM 将成为一个非常经济和简单的地震预警指标。
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Analysis of Ionospheric TEC Variations and Prediction of TEC during Earthquakes Using Ordinary Kriging Based Surrogate Model

Earthquake indicators provide a huge advantage in the preparation for the calamity and its aftermaths. Total electron content (TEC) is an ionospheric measurement that varies before the possible happenstance of an earthquake. In this research paper, ordinary kriging based surrogate model (OKSM) which is used for forecasting ionospheric TEC variation is adapted as an earthquake indicators in low-latitude and mid-latitude regions. Seven International GNSS Service (IGS) stations from the mid-latitude and low-latitude region are chosen for observation. The stations are from different countries such as Indonesia (BAKO), Ecuador (RIOP), Greece (ORID), Cyprus (NICO), Hawaii (HNLC) and Italy (MATE & MAT1). The OKSM prediction program is performed with previous 2 months of TEC data from the observed date and its accompanying solar parameters such as Planetary K and A index (Kp & Ap), Radio Flux at 10.7 cm (F10.7) and disturbance storm time (DST) index acquired from OMNIWEB data servers. The performance of the model is evaluated using statistical metrics such as root mean square error (RMSE), normalized – RMSE (NRMSE), mean absolute error (MAE), Pearson’s correlation coefficient (PCC) and chi-squared goodness of fit test. The evaluation of the prediction model on the same date shows that the performance deviation of OKSM is in the range of 2–5 TECU and also establishes the fact that the prediction capability of the OKSM is accurate. Application of the OKSM constructed with previous days data collected from high earthquake prone areas by omitting effects of solar storms and solar activities will act as a highly economical and simple early warning indicator of an earthquake.

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来源期刊
Geomagnetism and Aeronomy
Geomagnetism and Aeronomy Earth and Planetary Sciences-Space and Planetary Science
CiteScore
1.30
自引率
33.30%
发文量
65
审稿时长
4-8 weeks
期刊介绍: Geomagnetism and Aeronomy is a bimonthly periodical that covers the fields of interplanetary space; geoeffective solar events; the magnetosphere; the ionosphere; the upper and middle atmosphere; the action of solar variability and activity on atmospheric parameters and climate; the main magnetic field and its secular variations, excursion, and inversion; and other related topics.
期刊最新文献
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