岩土力学 ›› 2025, Vol. 46 ›› Issue (4): 1335-1342.doi: 10.16285/j.rsm.2024.0834CSTR: 32223.14.j.rsm.2024.0834

• 测试技术 • 上一篇    

基于自回归模型方差陡增效应的微震P波到时拾取

王晓敏,屈钧利,师亚平   

  1. 西安科技大学高新学院 城市建设学院,陕西 西安710109
  • 收稿日期:2024-07-03 接受日期:2024-10-28 出版日期:2025-04-11 发布日期:2025-04-15
  • 作者简介:王晓敏,女,1990年生,硕士,讲师,主要从事土木工程防灾减灾及结构损伤评估研究。E-mail: 18710414128@163.com
  • 基金资助:
    陕西省教育厅一般专项科学研究计划项目(No. 23JK0554)。

A microseismic P-wave arrival time picking method based on variance surge effect of autoregressive model

WANG Xiao-min, QU Jun-li, SHI Ya-ping   

  1. Department of Urban Construction, Xi’an Kedagaoxin University, Xi’an, Shaanxi 710109, China
  • Received:2024-07-03 Accepted:2024-10-28 Online:2025-04-11 Published:2025-04-15
  • Supported by:
    This work was supported by the General Special Scientific Research Program Project of Shaanxi Provincial Department of Education (23JK0554).

摘要: 声发射(acoustic emission,AE)监测技术广泛应用于室内力学试验和混凝土损伤评估中,而微震监测技术则普遍用于矿震、岩爆等灾害预警。P波到时拾取是两种技术的基础与关键,通过对P波到时数据处理分析,可确定微震源位置并反演破裂机制。基于自回归模型(autoregressive model,AR模型)和赤池信息准则(akaike information criterion,AIC)的AR-AIC算法是目前应用最广泛、拾取精度较高的方法,但双序列AR模型限制了整体拾取效率,同时对低信噪比及刺突信号拾取效果也较不稳定。利用单序列AR模型在信号达到后出现的方差陡增效应,在方差项的基础上,引入一个减小因子,提出一种更加高效、准确、稳定的方法——AR-VSP (autoregressive model-variance surge phenomenon) 算法。利用声发射试验得到真实的AE信号进行到时拾取,发现AR-VSP算法准确率为96%,高于AR-AIC算法的91%,拾取速度也提升了50.06%,且抗刺突干扰能力更强,鲁棒性也更佳。

关键词: 声发射, 微震, 到时拾取, AR模型, 方差陡增效应

Abstract: Acoustic emission (AE) monitoring technology is widely used in indoor mechanical test and concrete damage assessment, while microseismic monitoring technology is widely used in mine earthquake and rock burst disaster warning. P-wave arrival time picking is fundamental and crucial for both technologies. Processing and analyzing the P-wave arrival time picking data enables the determination of microsource locations and the retrieval of fracture mechanisms. The AR-AIC algorithm, based on the autoregressive model (AR model) and akaike information criterion (AIC), is presently the most commonly used method due to its high accuracy in picking. However, the double-sequence AR model restricts the overall efficiency of picking, and the picking performance under low signal-to-noise ratio and spike signals is also unstable. A more efficient, accurate and stable picking method, autoregressive model-variance surge phenomenon (AR-VSP) algorithm, is proposed by using the variance surge effect of single sequence AR model after signal arrival and introducing a reduction factor based on variance term. The accuracy rate of the AR-VSP algorithm is 96%, surpassing the 91% accuracy of the AR-AIC algorithm. Additionally, the picking speed has increased by 50.06%, and the algorithm exhibits enhanced anti-spike interference capabilities. The AR-VSP algorithm is more robust compared to the AR-AIC algorithm.

Key words: acoustic emission (AE), microseismic, arrival time picking, autoregressive (AR) model, steep increase in variance

中图分类号: TU 454
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