The Suppression of Powerline Noise for TEM with Coded Source Based on Independent Component Analysis

被引:9
作者
Wu, Xin [1 ,2 ]
Xue, Guoqiang [1 ,2 ,3 ]
Wang, Shun [4 ]
Feng, Yongqiang [2 ,4 ]
Zhang, Qimao [4 ]
Fang, Guangyou [4 ]
机构
[1] Chinese Acad Sci, Inst Geol & Geophys, Key Lab Mineral Resources, Beijing 100029, Peoples R China
[2] Univ Chinese Acad Sci, Beijing 100049, Peoples R China
[3] Chinese Acad Sci, Inst Earth Sci, Beijing 100029, Peoples R China
[4] Chinese Acad Sci, Inst Elect, Beijing 100190, Peoples R China
关键词
FIXED-POINT ALGORITHMS; HARMONIC NOISE;
D O I
10.2113/JEEG24.4.513
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
Powerline noise is one of the most common contaminating types of the observed transient electromagnetic signal. For the conventional TEM method using the bipolar square wave as transmitter waveform, synchronous sampling is the main technology for powerline noise suppression, and notching filtering is sometimes used also. When the transmitter wave has been encoded based on pseudo-random binary sequence, it has proven difficult to achieve the effect by using the above-mentioned conventional methods for the suppression of powerline noise. This is due to the fact that the duration of each logic states of the pseudo-coded transmitter waveform is normally inconsistent. In this study, a method for the suppression of powerline noise is proposed, which is based on the independent component analysis method (ICA). In order to introduce the observation and processing details of this method more clearly, we attempt to apply this method to the time-domain electromagnetic method with coded source researched and developed by the institute of geology and geophysics of Chinese academy of sciences on the basis of the MTEM method. In terms of specific processes, the electrical measurements need to be simultaneously observed in the inline and crossline directions firstly, and then the data will be input into the processing procedures based on ICA method to realize the effective separation of the powerline noise and the useful signals. The processing results of the simulation data and field data show that the method proposed in this paper can suppress the powerline noise effectively, and the processing results build a good data foundation for the subsequent processing.
引用
收藏
页码:513 / 523
页数:11
相关论文
共 24 条
[1]  
Ans B., 1985, P COGNITIVA 85, P593
[2]   Cancellation of multiple harmonic noise series in geophysical records [J].
Butler, KE ;
Russell, RD .
GEOPHYSICS, 2003, 68 (03) :1083-1090
[3]   SUBTRACTION OF POWERLINE HARMONICS FROM GEOPHYSICAL RECORDS [J].
BUTLER, KE ;
RUSSELL, RD .
GEOPHYSICS, 1993, 58 (06) :898-903
[4]   An integrated test of the multi-channel transient electromagnetic system [J].
Di, Qing-Yun ;
Lei, Da ;
Wang, Zhong-Xing ;
Zhang, Yi-Ming ;
Wang, Shun ;
Zhang, Qi-Mao ;
Zhang, Wen-Wei ;
Ouyang, Tao .
CHINESE JOURNAL OF GEOPHYSICS-CHINESE EDITION, 2016, 59 (12) :4399-4407
[5]   THE DEVELOPMENT AND APPLICATIONS OF A WIDE BAND ELECTROMAGNETIC SOUNDING SYSTEM USING A PSEUDO-NOISE SOURCE [J].
DUNCAN, PM ;
HWANG, A ;
EDWARDS, RN ;
BAILEY, RC ;
GARLAND, GD .
GEOPHYSICS, 1980, 45 (08) :1276-1296
[6]  
Edwards R.N., 1991, ELECTROMAGNETIC ME A, P388
[7]  
Herault J., 1985, ACTES X ME C GRETSI, P1017
[8]   A fast fixed-point algorithm for independent component analysis [J].
Hyvarinen, A ;
Oja, E .
NEURAL COMPUTATION, 1997, 9 (07) :1483-1492
[9]   Fast and robust fixed-point algorithms for independent component analysis [J].
Hyvärinen, A .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 1999, 10 (03) :626-634
[10]  
Hyvarinen A, 1997, INT CONF ACOUST SPEE, P3917, DOI 10.1109/ICASSP.1997.604766