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自然时间分析:大地震前序参量波动最小值的接收者操作特征曲线下面积

Natural Time Analysis: The Area under the Receiver Operating Characteristic Curve of the Order Parameter Fluctuations Minima Preceding Major Earthquakes.

作者信息

Sarlis Nicholas V, Skordas Efthimios S, Christopoulos Stavros-Richard G, Varotsos Panayiotis A

机构信息

Section of Condensed Matter Physics, Department of Physics, National and Kapodistrian University of Athens, Panepistimiopolis, 157 84 Zografos, Greece.

Solid Earth Physics Institute, Department of Physics, National and Kapodistrian University of Athens, Panepistimiopolis, 157 84 Zografos, Greece.

出版信息

Entropy (Basel). 2020 May 21;22(5):583. doi: 10.3390/e22050583.

Abstract

It has been reported that major earthquakes are preceded by Seismic Electric Signals (SES). Observations show that in the natural time analysis of an earthquake (EQ) catalog, an SES activity starts when the fluctuations of the order parameter of seismicity exhibit a minimum. Fifteen distinct minima-observed simultaneously at two different natural time scales and deeper than a certain threshold-are found on analyzing the seismicity of Japan from 1 January 1984 to 11 March 2011 (the time of the M9 Tohoku EQ occurrence) 1 to 3 months before large EQs. Six (out of 15) of these minima preceded all shallow EQs of magnitude 7.6 or larger, while nine are followed by smaller EQs. The latter false positives can be excluded by a proper procedure ( 2014, 119, 9192-9206) that considers aspects of EQ networks based on similar activity patterns. These results are studied here by means of the receiver operating characteristics (ROC) technique by focusing on the area under the ROC curve (AUC). If this area, which is currently considered an effective way to summarize the overall diagnostic accuracy of a test, has the value 1, it corresponds to a perfectly accurate test. Here, we find that the AUC is around 0.95 which is evaluated as outstanding.

摘要

据报道,大地震之前会出现地震电信号(SES)。观测表明,在对地震目录进行自然时间分析时,当地震活动性的序参量波动呈现最小值时,SES活动开始。在分析1984年1月1日至2011年3月11日(M9东北地震发生时间)日本的地震活动性时,发现在两个不同的自然时间尺度上同时观测到15个不同的最小值,且深度超过某个阈值,这些最小值出现在大地震前1至3个月。其中6个(共15个)最小值出现在震级7.6及以上的所有浅源地震之前,而另外9个之后跟着较小的地震。通过考虑基于相似活动模式的地震网络方面的适当程序(2014年,119卷,9192 - 9206页),可以排除后一种误报情况。本文通过关注ROC曲线下的面积(AUC),利用接收者操作特征(ROC)技术对这些结果进行了研究。如果这个目前被认为是总结测试总体诊断准确性的有效方法的面积值为1,则对应一个完全准确的测试。在这里,我们发现AUC约为0.95,被评估为优秀。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6987/7517102/c08de5d2064b/entropy-22-00583-g002a.jpg

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