• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

基于人工智能的优化交通信号灯系统及其在2021年漾濞6.7级地震序列中的应用

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

作者信息

Wang Rui, Chang Ying, Han Peng, Miao Miao, Zeng Zhiyi, Shi Haixia, Li Danning, Liu Lifang, Su Youjin

机构信息

Department of Earth and Space Science, Southern University of Science and Technology, Shenzhen 518055, China.

Institute of Mining Engineering, BGRIMM Technology Group, Beijing 100160, China.

出版信息

Entropy (Basel). 2023 May 6;25(5):759. doi: 10.3390/e25050759.

DOI:10.3390/e25050759
PMID:37238515
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC10217739/
Abstract

One important question in earthquake prediction is whether a moderate or large earthquake will be followed by an even bigger one. Through temporal -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 -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 -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 -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 -value, significance probability, and seismic clustering might improve the reliability of earthquake risk judgment.

摘要

地震预测中的一个重要问题是,一次中等或大地震之后是否会接着发生更大的地震。通过时间值演化分析,交通灯系统可用于估计一场地震是否为前震。然而,当这些值构成一个判据时,交通灯系统并未考虑其不确定性。在本研究中,我们提出用赤池信息准则(AIC)和自助法对交通灯系统进行优化。交通灯信号由样本与背景之间时间值差异的显著性水平控制,而非由任意常数控制。我们将优化后的交通灯系统应用于2021年漾濞地震序列,利用时间值的时空变化,该序列可被明确识别为前震-主震-余震序列。此外,我们使用了一个与地震间距离相关的新统计参数来追踪地震孕育特征。我们还证实,优化后的交通灯系统在包含小震级地震的高分辨率目录上也有效。综合考虑时间值、显著性概率和地震聚类情况可能会提高地震风险判断的可靠性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b63d/10217739/0ea8613634e8/entropy-25-00759-g009.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b63d/10217739/6a8e0eede39f/entropy-25-00759-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b63d/10217739/1a9f53fc0a74/entropy-25-00759-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b63d/10217739/cfffc5036f45/entropy-25-00759-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b63d/10217739/f136bd66894c/entropy-25-00759-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b63d/10217739/582458b417b4/entropy-25-00759-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b63d/10217739/eb8919a64ace/entropy-25-00759-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b63d/10217739/ee149ff7a653/entropy-25-00759-g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b63d/10217739/a61b8cdbba11/entropy-25-00759-g008.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b63d/10217739/0ea8613634e8/entropy-25-00759-g009.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b63d/10217739/6a8e0eede39f/entropy-25-00759-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b63d/10217739/1a9f53fc0a74/entropy-25-00759-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b63d/10217739/cfffc5036f45/entropy-25-00759-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b63d/10217739/f136bd66894c/entropy-25-00759-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b63d/10217739/582458b417b4/entropy-25-00759-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b63d/10217739/eb8919a64ace/entropy-25-00759-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b63d/10217739/ee149ff7a653/entropy-25-00759-g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b63d/10217739/a61b8cdbba11/entropy-25-00759-g008.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b63d/10217739/0ea8613634e8/entropy-25-00759-g009.jpg

相似文献

1
Optimized Traffic Light System with AIC and Application to the 2021 M6.7 Yangbi Earthquake Sequence.基于人工智能的优化交通信号灯系统及其在2021年漾濞6.7级地震序列中的应用
Entropy (Basel). 2023 May 6;25(5):759. doi: 10.3390/e25050759.
2
Rare Occurrences of Non-cascading Foreshock Activity in Southern California.南加州非级联前震活动的罕见事件。
Geophys Res Lett. 2021 Apr 16;48(7):e2020GL091757. doi: 10.1029/2020GL091757. Epub 2021 Apr 7.
3
Implications of fault constitutive properties for earthquake prediction.断层本构性质对地震预测的影响。
Proc Natl Acad Sci U S A. 1996 Apr 30;93(9):3787-94. doi: 10.1073/pnas.93.9.3787.
4
Nucleation and Cascade Features of Earthquake Mainshock Statistically Explored from Foreshock Seismicity.从余震活动中对地震主震的成核和级联特征进行统计研究。
Entropy (Basel). 2019 Apr 19;21(4):421. doi: 10.3390/e21040421.
5
The Relevance of Foreshocks in Earthquake Triggering: A Statistical Study.前震在地震触发中的相关性:一项统计研究。
Entropy (Basel). 2019 Feb 13;21(2):173. doi: 10.3390/e21020173.
6
Rapid Estimation of Earthquake Fatalities in Mainland China Based on Physical Simulation and Empirical Statistics-A Case Study of the 2021 Yangbi Earthquake.基于物理模拟和经验统计的中国大陆地震死亡人数快速估算——以 2021 年漾濞地震为例。
Int J Environ Res Public Health. 2022 Jun 2;19(11):6820. doi: 10.3390/ijerph19116820.
7
Temporal Variation of b Value with Statistical Test in Wenchuan Area, China Prior to the 2008 Wenchuan Earthquake.2008年汶川地震前中国汶川地区b值随统计检验的时间变化
Entropy (Basel). 2022 Mar 31;24(4):494. doi: 10.3390/e24040494.
8
The Pawnee earthquake as a result of the interplay among injection, faults and foreshocks.由于注入、断层和前震的相互作用而引发的皮奥里亚地震。
Sci Rep. 2017 Jul 10;7(1):4945. doi: 10.1038/s41598-017-04992-z.
9
Temporal Variation and Statistical Assessment of the Value off the Pacific Coast of Tokachi, Hokkaido, Japan.日本北海道十胜太平洋沿岸价值的时间变化与统计评估
Entropy (Basel). 2019 Mar 5;21(3):249. doi: 10.3390/e21030249.
10
Real-time discrimination of earthquake foreshocks and aftershocks.实时区分地震前震和余震。
Nature. 2019 Oct;574(7777):193-199. doi: 10.1038/s41586-019-1606-4. Epub 2019 Oct 9.

引用本文的文献

1
Earthquake Forecasting Based on Value and Background Seismicity Rate in Yunnan Province, China.基于中国云南省地震活动值和背景地震活动率的地震预测
Entropy (Basel). 2025 Feb 15;27(2):205. doi: 10.3390/e27020205.

本文引用的文献

1
Earthquake Nowcasting: Retrospective Testing in Greece.地震临近预报:希腊的回顾性测试
Entropy (Basel). 2023 Feb 19;25(2):379. doi: 10.3390/e25020379.
2
Assessing Earthquake Forecast Performance Based on Value in Yunnan Province, China.基于价值评估中国云南省地震预报性能
Entropy (Basel). 2021 Jun 8;23(6):730. doi: 10.3390/e23060730.
3
Temporal Variation and Statistical Assessment of the Value off the Pacific Coast of Tokachi, Hokkaido, Japan.日本北海道十胜太平洋沿岸价值的时间变化与统计评估
Entropy (Basel). 2019 Mar 5;21(3):249. doi: 10.3390/e21030249.
4
Were changes in stress state responsible for the 2019 Ridgecrest, California, earthquakes?加利福尼亚里德尔克里斯特 2019 年地震是否是由于应力状态的变化引起的?
Nat Commun. 2020 Jun 17;11(1):3082. doi: 10.1038/s41467-020-16867-5.
5
Real-time discrimination of earthquake foreshocks and aftershocks.实时区分地震前震和余震。
Nature. 2019 Oct;574(7777):193-199. doi: 10.1038/s41586-019-1606-4. Epub 2019 Oct 9.
6
Spatial organization of foreshocks as a tool to forecast large earthquakes.震群的空间组织作为预测大地震的工具。
Sci Rep. 2012;2:846. doi: 10.1038/srep00846. Epub 2012 Nov 14.