A modified empirical mode decomposition method for multiperiod time-series detrending and the application in full-waveform induced polarization data
Liu, Weiqiang1; Lu, Qingtian1; Chen, Rujun2; Lin, Pinrong3; Chen, Chaojian2,4; Yang, Liangyong5; Cai, Hongzhu6,7
刊名GEOPHYSICAL JOURNAL INTERNATIONAL
2019-05-01
卷号217期号:2页码:1058-1079
关键词Electrical resistivity tomography (ERT) Fourier analysis Time-series analysis
ISSN号0956-540X
DOI10.1093/gji/ggz067
英文摘要Trend drift is an annoying background interference in induced polarization (IP) exploration, which has great influence on the final calculation of apparent complex resistivity spectrum at low frequency (<0.1 Hz). This paper proposed a modified empirical mode decomposition (EMD) detrending technique for multiperiod IP data. The method uses local extreme values of the rising edges and the falling edges to form multiple envelopes and then to fit and eliminate the trend term. Through comparing with the traditional EMD methods using IP data with simulated trend drift, we find that the modified method can be used to obtain a more accurate fitting trend and the computational cost is only a fraction of that of the conventional one. Additionally, this detrending is little affected by other strong noise. We also used IP data with and without trend interferences to analyse this method, respectively. The results show that, for data without trend drift, the signals remain almost unchanged; however, for data with strong trend drift, the data quality is greatly improved and the calculation error is reduced. This technique is also applied to a large-scale multiperiod full-waveform IP data acquired in Zhegu Zn-Sb-Ag polymetallic deposit in southern Tibet, China. The apparent complex resistivity and phase of a survey line, a planar contour map and a pseudo-section with and without using the modified EMD were compared, respectively. Overall, before EMD detrending, the apparent phase results are rough and full of outliers. After detrending, the profiles are smooth and reasonable, and the outliers disappear. Both the results demonstrated that our proposed method can be adopted to effectively suppress trend drift interference without additional deviation in distributed full-waveform IP exploration.
资助项目National Key R&D Program of China[2016YFC0600201] ; National Natural Science Foundation of China[41630320] ; China Geological Survey Project[DD20160082] ; China Geological Survey Project[DD20179611] ; China Scholarship Council Foundation[201806370223]
WOS关键词SPECTRAL INDUCED POLARIZATION ; NOISE ATTENUATION ; DC-RESISTIVITY ; FREQUENCY ; CONDUCTIVITY ; PERMEABILITY ; TRANSFORM ; INVERSION ; SIGNALS ; SYSTEM
WOS研究方向Geochemistry & Geophysics
语种英语
出版者OXFORD UNIV PRESS
WOS记录号WOS:000465608000022
资助机构National Key R&D Program of China ; National Key R&D Program of China ; National Natural Science Foundation of China ; National Natural Science Foundation of China ; China Geological Survey Project ; China Geological Survey Project ; China Scholarship Council Foundation ; China Scholarship Council Foundation ; National Key R&D Program of China ; National Key R&D Program of China ; National Natural Science Foundation of China ; National Natural Science Foundation of China ; China Geological Survey Project ; China Geological Survey Project ; China Scholarship Council Foundation ; China Scholarship Council Foundation ; National Key R&D Program of China ; National Key R&D Program of China ; National Natural Science Foundation of China ; National Natural Science Foundation of China ; China Geological Survey Project ; China Geological Survey Project ; China Scholarship Council Foundation ; China Scholarship Council Foundation ; National Key R&D Program of China ; National Key R&D Program of China ; National Natural Science Foundation of China ; National Natural Science Foundation of China ; China Geological Survey Project ; China Geological Survey Project ; China Scholarship Council Foundation ; China Scholarship Council Foundation
内容类型期刊论文
源URL[http://ir.iggcas.ac.cn/handle/132A11/92120]  
专题中国科学院地质与地球物理研究所
通讯作者Liu, Weiqiang
作者单位1.CAGS, Inst Mineral Resources, MNR Key Lab Metallogeny & Mineral Assessment, Beijing 100037, Peoples R China
2.Cent S Univ, Sch Geosci & Infophys, Changsha 410083, Hunan, Peoples R China
3.Chinese Acad Geol Sci, Inst Geophys & Geochem Explorat, MLR Lab Geophys EM Probing Technol, Langfang 410083, Hebei, Peoples R China
4.Swiss Fed Inst Technol, Inst Geophys, Dept Earth Sci, CH-8092 Zurich, Switzerland
5.Chinese Acad Sci, Inst Geol & Geophys, Beijing 100029, Peoples R China
6.Aarhus Univ, Dept Geosci, DK-8000 Aarhus C, Denmark
7.China Univ Geosci Wuhan, Inst Geophys & Geomat, Wuhan 430074, Hubei, Peoples R China
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GB/T 7714
Liu, Weiqiang,Lu, Qingtian,Chen, Rujun,et al. A modified empirical mode decomposition method for multiperiod time-series detrending and the application in full-waveform induced polarization data[J]. GEOPHYSICAL JOURNAL INTERNATIONAL,2019,217(2):1058-1079.
APA Liu, Weiqiang.,Lu, Qingtian.,Chen, Rujun.,Lin, Pinrong.,Chen, Chaojian.,...&Cai, Hongzhu.(2019).A modified empirical mode decomposition method for multiperiod time-series detrending and the application in full-waveform induced polarization data.GEOPHYSICAL JOURNAL INTERNATIONAL,217(2),1058-1079.
MLA Liu, Weiqiang,et al."A modified empirical mode decomposition method for multiperiod time-series detrending and the application in full-waveform induced polarization data".GEOPHYSICAL JOURNAL INTERNATIONAL 217.2(2019):1058-1079.
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