Reliable Denoising Strategy to Enhance the Accuracy of Arrival Time Picking of Noisy Microseismic Recordings

被引:0
|
作者
Zhang, Xiaohui [1 ]
Li, Huailiang [2 ]
Rong, Wenzheng [1 ]
机构
[1] Chengdu Univ Technol, Key Lab Earth Explorat & Informat Technol, Minist Educ, Chengdu 610059, Peoples R China
[2] Chengdu Univ Technol, State Key Lab Geohazard Prevent & Geoenvironm Prot, Chengdu 610059, Peoples R China
基金
中国国家自然科学基金;
关键词
microseismic data; first arrival picking; ensemble empirical mode decomposition; sample entropy; EMPIRICAL MODE DECOMPOSITION; 1ST-ARRIVAL PICKING; SERIES ANALYSIS; FILTER;
D O I
10.3390/s23239421
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
We propose a method to enhance the accuracy of arrival time picking of noisy microseismic recordings. A series of intrinsic mode functions (IMFs) of the microseismic signal are initially decomposed by employing the ensemble empirical mode decomposition. Subsequently, the sample entropy values of the obtained IMFs are calculated and applied to set an appropriate threshold for selecting IMFs. These are then reconstructed to distinguish between noise and useful signals. Ultimately, the Akaike information criterion picker is used to determine the arrival time of the denoised signal. Test results using synthetic noisy microseismic recordings demonstrate that the proposed approach can significantly reduce picking errors, with errors within the range of 1-3 sample intervals. The proposed method can also give a more stable picking result when applied to different microseismic recordings with different signal-to-noise ratios. Further application in real microseismic recordings confirms that the developed method can estimate an accurate arrival time of noisy microseismic recordings.
引用
收藏
页数:11
相关论文
共 34 条
  • [31] Effects of Velocity Errors and Arrival Time Errors on the Location Accuracy of Microseismic Monitoring using Dual Waves
    Wang, Zhigang
    Wang, Xiaoqing
    Yin, Shunlin
    Journal of Engineering Science and Technology Review, 2024, 17 (05) : 48 - 54
  • [32] Joint arrival-time picking method of microseismic P-wave and S-wave based on time-frequency analysis
    Jia Bao-xin
    Li Feng
    Zhou Lin-li
    Wang Shuai
    Liu Jia-shun
    ROCK AND SOIL MECHANICS, 2021, 42 (05) : 1253 - 1265
  • [33] Automatic arrival-time picking of P- and S-waves of microseismic events based on object detection and CNN
    Li, Jiaming
    Li, Kunyao
    Tang, Shibin
    SOIL DYNAMICS AND EARTHQUAKE ENGINEERING, 2023, 164
  • [34] Use of V2I Communications to Enhance Accuracy of the Estimated Time of Arrival in Crowded Transport Environments
    Gheorghiu, Razvan Andrei
    Stan, Valentin Alexandru
    Iordache, Valentin
    Zamfir, Diana
    PROCEEDINGS OF THE 9TH INTERNATIONAL CONFERENCE ON ELECTRONICS, COMPUTERS AND ARTIFICIAL INTELLIGENCE - ECAI 2017, 2017,