Magnetotelluric Signal-Noise Separation Using IE-LZC and MP

Author:

Zhang XianORCID,Li Diquan,Li Jin,Li Yong,Wang Jialin,Liu Shanshan,Xu Zhimin

Abstract

Eliminating noise signals of the magnetotelluric (MT) method is bound to improve the quality of MT data. However, existing de-noising methods are designed for use in whole MT data sets, causing the loss of low-frequency information and severe mutation of the apparent resistivity-phase curve in low-frequency bands. In this paper, we used information entropy (IE), the Lempel–Ziv complexity (LZC), and matching pursuit (MP) to distinguish and suppress MT noise signals. Firstly, we extracted IE and LZC characteristic parameters from each segment of the MT signal in the time-series. Then, the characteristic parameters were input into the FCM clustering to automatically distinguish between the signal and noise. Next, the MP de-noising algorithm was used independently to eliminate MT signal segments that were identified as interference. Finally, the identified useful signal segments were combined with the denoised data segments to reconstruct the signal. The proposed method was validated through clustering analysis based on the signal samples collected at the Qinghai test site and the measured sites, where the results were compared to those obtained using the remote reference method and independent use of the MP method. The findings show that strong interference is purposefully removed, and the apparent resistivity-phase curve is continuous and stable. Moreover, the processed data can accurately reflect the geoelectrical information and improve the level of geological interpretation.

Funder

the National Natural Science Foundation of China

Natural Science Foundation of Hunan Province

Publisher

MDPI AG

Subject

General Physics and Astronomy

Reference34 articles.

1. On determining electrical characteristics of the deep layers of the Earth’s crust;Tikhonov;Dokl. Akad. Nauk SSSR,1950

2. BASIC THEORY OF THE MAGNETO‐TELLURIC METHOD OF GEOPHYSICAL PROSPECTING

3. A goal-oriented adaptive finite-element approach for plane wave 3-D electromagnetic modelling

4. Galvanic distortion of the MT impedance tensor: Application to ioannina van station (Greece);Vallianatos;Acta Geophys. Pol.,1995

5. An electrical conductivity model for fractal porous media

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