Time-domain denoising of time-frequency electromagnetic data

被引:4
|
作者
Zhang, Bi-Ming [1 ,2 ,3 ]
Dai, Shi-Kun [2 ,3 ]
Jiang, Qi-Yun [2 ,3 ]
Yan, Jian [4 ]
Li, Guang [2 ,3 ]
机构
[1] Hunan Inst Engn, Sch Comp & Commun, Xiangtan 411104, Hunan, Peoples R China
[2] Cent South Univ, Sch Geosci & Infophys, Changsha 410083, Peoples R China
[3] Cent South Univ, Minist Educ, Lab Metallogen Predict Nonferrous Met & Geol Envi, Changsha 410083, Peoples R China
[4] Cent South Univ, Sch Traff & Transportat Engn, Changsha 410075, Peoples R China
基金
中国国家自然科学基金;
关键词
Electromagnetic; denoising; filtering; bandstop; EMD; NOISE SUPPRESSION; EMD;
D O I
10.1007/s11770-019-0772-3
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
Time-frequency electromagnetic data contain frequency and transient electromagnetic information and can be used to determine the apparent resistivity both in the frequency and time domains. The observation data contains three types of noise: the harmonics interference at 50 Hz, high-frequency random noise, and low-frequency noise. We use frequency-domain bandstop filtering to remove the harmonics interference noise, segmentation and extension median filtering, and fitting of fixed extremes in empirical mode decomposition to remove the high-frequency and low-frequency noise, respectively; furthermore, we base the selection of median filtering window size on the variance and skewness coefficient of the data. We first remove the harmonics interference at 50 Hz, then the high-frequency noise, and finally the low-frequency noise. We test the proposed methodology by using theory and experiments, and we find that the three types of noises are removed, the phase and amplitude information of the signal are maintained, and high-quality waveforms are obtained in the time domain.
引用
收藏
页码:378 / 393
页数:16
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