Microseismic signal identification with multichannel matching pursuit based on local coherence spectrum constraint
Cao Junhai1,2, Gu Hanming1,2, Shang Xinmin3
1. Hubei Subsurface Multi-scale Imaging Key Laboratory, China University of Geosciences(Wuhan), Wuhan, Hubei 430074, China;
2. Institute of Geophysics and Geomatics, China University of Geosciences(Wuhan), Wuhan, Hubei 430074, China;
3. Geophysics Research Institute, Shengli Oilfield Branch Co., SINOPEC, Dongying, Shandong 257022, China
Abstract:The multichannel matching pursuit (MCMP) is a lateral coherency-based approach which decomposes a trace into a series of atoms,and the atoms generated at an iteration has the same shift,frequency,scale,phase parameters,but different amplitude factor.However seismic signals are often directional.To make use of the directional feature,we propose a new algorithm,multichannel matching pursuit based on local coherence spectrum constrain.We test the proposed algorithm together with conventional MCMP on both synthetic and real microseismic data.In order to verify the accuracy and feasibility of the proposed algorithm,we pick and analyze first breaks with short time average/long time average (STA/LTA) algorithm.The processing results show that the new multichannel matching pursuit algorithm improves significantly the microseismic data signal-to-noise ratio (SNR),and reduces microseismic event false detection to a certain extent.Also the peaks of STA/LTA algorithm are improved by about 1.2 times after processing.So the proposed algorithm can better identify microseismic signals than conventional MCMP.
Song Weiqi,Lü Shichao.Automatic detection method of microseismic event based on wavelet decomposition and Akaike information criteria.GPP,2011,50(1):14-21.
Du Wenjun,Lei Xiang'e,Huang Jiang.Three kinds of arrangements monitoring microseismic events induced by reservoir fracturing.Journal of Oil and Gas Technology,2010,32(6):303-305.
Wang Zhizhong,Deng Jin'gen,Zhao Zhenfeng et al.Downhole microseismic fracture monitoring design and fracturing results analysis.Petroleum Geology & Oilfield Development in Daqing,2006,25(6):76-78.
Ye Genxi,Jiang Fuxing,Yang Shuhua.Possibility of automatically picking first arrival of microseismic wave by energy eigenvalue method.Chinese Journal of Geophysics,2008,51(5):1574-1581.
[7]
Mallat S G,Zhang Z F.Matching pursuits with time-frequency dictionaries.IEEE Transactions on Signal Processing,1993,41(12):3377-3415.
[8]
Wang Y H.Multichannel matching pursuit for seismic trace decomposition.Geophysics,2010,75(4):V61-V66.
[9]
Durka P J,Matysiak A,Montes E M et al.Multichannel matching pursuit and EEG inverse solutions.Journal of Neuroscience Methods,2005,148(1):49-59.
[10]
Studer D,Hoffmann U,Koenig T.From EEG depen-dency multichannel matching pursuit to sparse topographic EEG decomposition.Journal of Neuroscience Methods,2006,153(2):261-275.
[11]
朱卫星.微地震信号的震相分离[学位论文].山东青岛:中国石油大学(华东),2008.
Zhu Weixing.The Seismic Phase Separation of the Microseismic Signal[D].China University of Petroleum (East China),Qingdao,Shandong,2008.
[12]
Huo Shoudong,Yi Luo and Panos G K.Simultaneous sources separation via multidirectional vector-median filtering.Geophysics,2012,77(4):V123-V131.
Lü Shichao.Automatic Detection and Location of Microseismic Events[D].China University of Petroleum (East China),Qingdao,Shandong,2011.
[15]
Chen Z,Stewart R R.A multi-window algorithm for real-time automatic detection and picking of P-phases of microseismic events.CSEG 2005 National Convention,355-358.
[16]
Wong J,Han L,Bancroft J et al.Automatic time-pi-cking of first arrivals on noisy microseismic data.CSEG 2009 National Convention,2009.
Yu Jianhua,Li Dandan,Han Guodong.Response ana-lysis of the characteristic function and STA/LTA method improving.Foreign Electronic Measurement Technology,2011,30(7):17-19.