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基于聚类的重复地震识别方法及应用

黄雅芬 李红谊 李炎臻 葛慧颖 张盛中

地球与行星物理论评(中英文)2025,Vol.56Issue(1):94-101,8.
地球与行星物理论评(中英文)2025,Vol.56Issue(1):94-101,8.DOI:10.19975/j.dqyxx.2024-020

基于聚类的重复地震识别方法及应用

A clustering-based repeating earthquakes identification method and its application

黄雅芬 1李红谊 2李炎臻 2葛慧颖 2张盛中3

作者信息

  • 1. 陆内火山与地震教育部重点实验室(中国地质大学(北京)),北京 100083
  • 2. 陆内火山与地震教育部重点实验室(中国地质大学(北京)),北京 100083||中国地质大学(北京)地球物理与信息技术学院,北京 100083
  • 3. 中国地质大学(北京)信息网络与数据中心,北京 100083
  • 折叠

摘要

Abstract

Events with highly similar waveforms and rupturing of the same fault patch are interpreted as re-peating earthquakes,which can be applied in detecting deep fault deformation,characterizing fault behavior,and assess seismic hazards.In this study,we develop a clustering-based repeating earthquakes identification method by using the hierarchical clustering algorithm in machine learning.First,the parallel waveform cross-correlation meth-od is adopted to calculate the cross-correlation coefficient(CC).Then,the S-P differential time is used to measure the inter distance of events.Finally,the hierarchical clustering is applied to obtain repeating clusters.We utilize this method to investigate the seismicity around the Ganzi-Yushu fault(GYF)and the eastern Kunlun fault(EKLF).We identify 6 repeating clusters along the GYF,with an average fault slip rate of 7.4 mm/a.Around the EKLF,we identify 3 repeating clusters,with an average fault slip rate of 6.9 mm/a.Along the EKLF,the fault slip rates gradu-ally decreases from the west to the east along the strike,indicating a complex dynamic process.Our results agree with geology observation and GPS data.Based on real data testing,our results show that the method to identify re-peating earthquakes is automatic,efficient and convenient and provides basic information for accurate identifica-tion of repeating earthquakes and places constraints on fault activity.

关键词

重复地震/聚类分析/甘孜—玉树断裂带/东昆仑断裂带

Key words

repeating earthquakes/clustering analysis/the Ganzi-Yushu fault/the eastern Kunlun fault

分类

地球科学

引用本文复制引用

黄雅芬,李红谊,李炎臻,葛慧颖,张盛中..基于聚类的重复地震识别方法及应用[J].地球与行星物理论评(中英文),2025,56(1):94-101,8.

基金项目

国家自然科学基金资助项目(U1939203)Supported by the National Natural Science Foundation of China(Grant No.U1939203) (U1939203)

地球与行星物理论评(中英文)

2097-1893

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