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Optimized Traffic Light System with AIC and Application to the 2021 M6.7 Yangbi Earthquake Sequence

One important question in earthquake prediction is whether a moderate or large earthquake will be followed by an even bigger one. Through temporal b-value evolution analysis, the traffic light system can be used to estimate if an earthquake is a foreshock. However, the traffic light system does not...

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Detalles Bibliográficos
Autores principales: Wang, Rui, Chang, Ying, Han, Peng, Miao, Miao, Zeng, Zhiyi, Shi, Haixia, Li, Danning, Liu, Lifang, Su, Youjin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10217739/
https://www.ncbi.nlm.nih.gov/pubmed/37238515
http://dx.doi.org/10.3390/e25050759
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author Wang, Rui
Chang, Ying
Han, Peng
Miao, Miao
Zeng, Zhiyi
Shi, Haixia
Li, Danning
Liu, Lifang
Su, Youjin
author_facet Wang, Rui
Chang, Ying
Han, Peng
Miao, Miao
Zeng, Zhiyi
Shi, Haixia
Li, Danning
Liu, Lifang
Su, Youjin
author_sort Wang, Rui
collection PubMed
description One important question in earthquake prediction is whether a moderate or large earthquake will be followed by an even bigger one. Through temporal b-value evolution analysis, the traffic light system can be used to estimate if an earthquake is a foreshock. However, the traffic light system does not take into account the uncertainty of b-values when they constitute a criterion. In this study, we propose an optimization of the traffic light system with the Akaike Information Criterion (AIC) and bootstrap. The traffic light signals are controlled by the significance level of the difference in b-value between the sample and the background rather than an arbitrary constant. We applied the optimized traffic light system to the 2021 Yangbi earthquake sequence, which could be explicitly recognized as foreshock–mainshock–aftershock using the temporal and spatial variations in b-values. In addition, we used a new statistical parameter related to the distance between earthquakes to track earthquake nucleation features. We also confirmed that the optimized traffic light system works on a high-resolution catalog that includes small-magnitude earthquakes. The comprehensive consideration of b-value, significance probability, and seismic clustering might improve the reliability of earthquake risk judgment.
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spelling pubmed-102177392023-05-27 Optimized Traffic Light System with AIC and Application to the 2021 M6.7 Yangbi Earthquake Sequence Wang, Rui Chang, Ying Han, Peng Miao, Miao Zeng, Zhiyi Shi, Haixia Li, Danning Liu, Lifang Su, Youjin Entropy (Basel) Article One important question in earthquake prediction is whether a moderate or large earthquake will be followed by an even bigger one. Through temporal b-value evolution analysis, the traffic light system can be used to estimate if an earthquake is a foreshock. However, the traffic light system does not take into account the uncertainty of b-values when they constitute a criterion. In this study, we propose an optimization of the traffic light system with the Akaike Information Criterion (AIC) and bootstrap. The traffic light signals are controlled by the significance level of the difference in b-value between the sample and the background rather than an arbitrary constant. We applied the optimized traffic light system to the 2021 Yangbi earthquake sequence, which could be explicitly recognized as foreshock–mainshock–aftershock using the temporal and spatial variations in b-values. In addition, we used a new statistical parameter related to the distance between earthquakes to track earthquake nucleation features. We also confirmed that the optimized traffic light system works on a high-resolution catalog that includes small-magnitude earthquakes. The comprehensive consideration of b-value, significance probability, and seismic clustering might improve the reliability of earthquake risk judgment. MDPI 2023-05-06 /pmc/articles/PMC10217739/ /pubmed/37238515 http://dx.doi.org/10.3390/e25050759 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Wang, Rui
Chang, Ying
Han, Peng
Miao, Miao
Zeng, Zhiyi
Shi, Haixia
Li, Danning
Liu, Lifang
Su, Youjin
Optimized Traffic Light System with AIC and Application to the 2021 M6.7 Yangbi Earthquake Sequence
title Optimized Traffic Light System with AIC and Application to the 2021 M6.7 Yangbi Earthquake Sequence
title_full Optimized Traffic Light System with AIC and Application to the 2021 M6.7 Yangbi Earthquake Sequence
title_fullStr Optimized Traffic Light System with AIC and Application to the 2021 M6.7 Yangbi Earthquake Sequence
title_full_unstemmed Optimized Traffic Light System with AIC and Application to the 2021 M6.7 Yangbi Earthquake Sequence
title_short Optimized Traffic Light System with AIC and Application to the 2021 M6.7 Yangbi Earthquake Sequence
title_sort optimized traffic light system with aic and application to the 2021 m6.7 yangbi earthquake sequence
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10217739/
https://www.ncbi.nlm.nih.gov/pubmed/37238515
http://dx.doi.org/10.3390/e25050759
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