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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...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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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. |
format | Online Article Text |
id | pubmed-10217739 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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