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

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—...

Full description

Bibliographic Details
Main Authors: Nicholas V. Sarlis, Efthimios S. Skordas, Stavros-Richard G. Christopoulos, Panayiotis A. Varotsos
Format: Article
Language:English
Published: MDPI AG 2020-05-01
Series:Entropy
Subjects:
ROC
Online Access:https://www.mdpi.com/1099-4300/22/5/583
id doaj-09c85ce4daad41c580aa6c397c47496a
record_format Article
spelling doaj-09c85ce4daad41c580aa6c397c47496a2020-11-25T03:53:30ZengMDPI AGEntropy1099-43002020-05-012258358310.3390/e22050583Natural Time Analysis: The Area under the Receiver Operating Characteristic Curve of the Order Parameter Fluctuations Minima Preceding Major EarthquakesNicholas V. Sarlis0Efthimios S. Skordas1Stavros-Richard G. Christopoulos2Panayiotis A. Varotsos3Section of Condensed Matter Physics, Department of Physics, National and Kapodistrian University of Athens, Panepistimiopolis, 157 84 Zografos, GreeceSection of Condensed Matter Physics, Department of Physics, National and Kapodistrian University of Athens, Panepistimiopolis, 157 84 Zografos, GreeceSolid Earth Physics Institute, Department of Physics, National and Kapodistrian University of Athens, Panepistimiopolis, 157 84 Zografos, GreeceSection of Condensed Matter Physics, Department of Physics, National and Kapodistrian University of Athens, Panepistimiopolis, 157 84 Zografos, GreeceIt 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 (<i>J. Geophys. Res. Space Physics</i> 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.https://www.mdpi.com/1099-4300/22/5/583natural time analysisorder parameter of seismicityentropy change under time reversalentropyROC
collection DOAJ
language English
format Article
sources DOAJ
author Nicholas V. Sarlis
Efthimios S. Skordas
Stavros-Richard G. Christopoulos
Panayiotis A. Varotsos
spellingShingle Nicholas V. Sarlis
Efthimios S. Skordas
Stavros-Richard G. Christopoulos
Panayiotis A. Varotsos
Natural Time Analysis: The Area under the Receiver Operating Characteristic Curve of the Order Parameter Fluctuations Minima Preceding Major Earthquakes
Entropy
natural time analysis
order parameter of seismicity
entropy change under time reversal
entropy
ROC
author_facet Nicholas V. Sarlis
Efthimios S. Skordas
Stavros-Richard G. Christopoulos
Panayiotis A. Varotsos
author_sort Nicholas V. Sarlis
title Natural Time Analysis: The Area under the Receiver Operating Characteristic Curve of the Order Parameter Fluctuations Minima Preceding Major Earthquakes
title_short Natural Time Analysis: The Area under the Receiver Operating Characteristic Curve of the Order Parameter Fluctuations Minima Preceding Major Earthquakes
title_full Natural Time Analysis: The Area under the Receiver Operating Characteristic Curve of the Order Parameter Fluctuations Minima Preceding Major Earthquakes
title_fullStr Natural Time Analysis: The Area under the Receiver Operating Characteristic Curve of the Order Parameter Fluctuations Minima Preceding Major Earthquakes
title_full_unstemmed Natural Time Analysis: The Area under the Receiver Operating Characteristic Curve of the Order Parameter Fluctuations Minima Preceding Major Earthquakes
title_sort natural time analysis: the area under the receiver operating characteristic curve of the order parameter fluctuations minima preceding major earthquakes
publisher MDPI AG
series Entropy
issn 1099-4300
publishDate 2020-05-01
description 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 (<i>J. Geophys. Res. Space Physics</i> 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.
topic natural time analysis
order parameter of seismicity
entropy change under time reversal
entropy
ROC
url https://www.mdpi.com/1099-4300/22/5/583
work_keys_str_mv AT nicholasvsarlis naturaltimeanalysistheareaunderthereceiveroperatingcharacteristiccurveoftheorderparameterfluctuationsminimaprecedingmajorearthquakes
AT efthimiossskordas naturaltimeanalysistheareaunderthereceiveroperatingcharacteristiccurveoftheorderparameterfluctuationsminimaprecedingmajorearthquakes
AT stavrosrichardgchristopoulos naturaltimeanalysistheareaunderthereceiveroperatingcharacteristiccurveoftheorderparameterfluctuationsminimaprecedingmajorearthquakes
AT panayiotisavarotsos naturaltimeanalysistheareaunderthereceiveroperatingcharacteristiccurveoftheorderparameterfluctuationsminimaprecedingmajorearthquakes
_version_ 1724477600185712640