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.
机构:
College of Energy Engineering, Xi'an University of Science and Technology, Shaanxi, Xi'an,710054, ChinaCollege of Energy Engineering, Xi'an University of Science and Technology, Shaanxi, Xi'an,710054, China
Wang, Zhigang
Wang, Xiaoqing
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机构:
College of Energy Engineering, Xi'an University of Science and Technology, Shaanxi, Xi'an,710054, ChinaCollege of Energy Engineering, Xi'an University of Science and Technology, Shaanxi, Xi'an,710054, China
Wang, Xiaoqing
Yin, Shunlin
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机构:
College of Energy Engineering, Xi'an University of Science and Technology, Shaanxi, Xi'an,710054, ChinaCollege of Energy Engineering, Xi'an University of Science and Technology, Shaanxi, Xi'an,710054, China
机构:
Dalian Univ Technol, State Key Lab Coastal & Offshore Engn, Dalian 116024, Peoples R ChinaDalian Univ Technol, State Key Lab Coastal & Offshore Engn, Dalian 116024, Peoples R China
Li, Jiaming
Li, Kunyao
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机构:
CCCC Second Harbor Engn Co LTD, Res & Dev Ctr Transport Ind Intelligent Mfg Techno, Wuhan 430000, Peoples R ChinaDalian Univ Technol, State Key Lab Coastal & Offshore Engn, Dalian 116024, Peoples R China
Li, Kunyao
Tang, Shibin
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Dalian Univ Technol, State Key Lab Coastal & Offshore Engn, Dalian 116024, Peoples R ChinaDalian Univ Technol, State Key Lab Coastal & Offshore Engn, Dalian 116024, Peoples R China