A mean-based filter to remove power line harmonic noise from seismic reflection data

被引:21
作者
Karsli, Hakan [1 ]
Dondurur, Derman [2 ]
机构
[1] Kamdeniz Tech Univ, Dept Geophys, TR-61080 Trabzon, Turkey
[2] Dokuz Eylul Univ, Inst Marine Sci & Technol, Baku St 100, TR-35340 Izmir, Turkey
关键词
Power line harmonic noise; Local iterative trimmed and truncated; mean filter; Spectral domain filtering; Notch filter; GEOPHYSICAL RECORDS;
D O I
10.1016/j.jappgeo.2018.04.014
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
Power line harmonic noise generated by power lines during the seismic data acquisition in land and marine seismic surveys generally appears as a single frequency with 50/60 Hz (or multiples of these frequencies) and contaminates seismic data leading to complicate the identification of fine details in the data. Commonly applied method during seismic data processing to remove the harmonic noise is classical notch filter (or very narrow band-stop filter), however, it also attenuates all recorded data around the notch frequencies and results in a complete loss of available information which corresponds to fine details in the seismic data. In this study, we introduce an application of the algorithm of iterative trimmed and truncated mean filter method (ITTM) to remove the harmonic noise from seismic data, and here, we name the method as local n rm (LITTM) since we applied it to the seismic data locally in spectral domain. In this method, an optimal value is iteratively searched depending on a threshold value by trimming and truncating process for the spectral amplitude samples within the specified spectral window. Therefore, the LITTM filter converges to the median, but, there is no need to sort the data as in the case of conventional median filters. On the other hand, the LITTM filtering process doesn't require any reference signal or a precise estimate of the fundamental frequency of the harmonic noise, and only approximate frequency band of the noise within the amplitude spectra is considered. The only required parameter of the method is the width of this frequency band in the spectral domain. The LITTM filter is first applied to synthetic data and then we analyze a real marine dataset to compare the quality of the output after removing the power line noise by classical notch, median and proposed LITTM filters. We observe that the power line harmonic noise is completely filtered out by LITTM filter, and unlike the conventional notch filter, without any damage on the available frequencies around the notch frequency band. It also provides a more balanced amplitude spectrum since it does not produce amplitude notches in the spectrum. (C) 2018 Elsevier B.V. All rights reserved.
引用
收藏
页码:90 / 99
页数:10
相关论文
共 15 条
[1]   Generalized mean-median filtering for robust frequency-selective applications [J].
Aysal, Tuncer Can ;
Barner, Kenneth E. .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2007, 55 (03) :937-948
[2]   ELECTROACOUSTIC CHARACTERISTICS OF MARINE SEISMIC STREAMERS [J].
BEDENBENDER, JW ;
JOHNSTON, RC ;
NEITZEL, EB .
GEOPHYSICS, 1970, 35 (06) :1054-+
[3]   APPLICATIONS OF MEDIAN FILTERING TO DECONVOLUTION, PULSE ESTIMATION, AND STATISTICAL EDITING OF SEISMIC DATA [J].
BEDNAR, JB .
GEOPHYSICS, 1983, 48 (12) :1598-1610
[4]   Cancellation of multiple harmonic noise series in geophysical records [J].
Butler, KE ;
Russell, RD .
GEOPHYSICS, 2003, 68 (03) :1083-1090
[5]   SOME ANALYSES OF 2-D MEDIAN F-K FILTERS [J].
DUNCAN, G ;
BERESFORD, G .
GEOPHYSICS, 1995, 60 (04) :1157-1168
[6]   Iterative Truncated Arithmetic Mean Filter and Its Properties [J].
Jiang, Xudong .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2012, 21 (04) :1537-1547
[7]  
Karsh H., 2015, 8 C BALK GEOPH SOC C
[8]  
Karsli H., 2016, NEAR SURFACE GEOSCIE
[9]   Noise cancelling of MRS signals combining model-based removal of powerline harmonics and multichannel Wiener filtering [J].
Larsen, Jakob Juul ;
Dalgaard, Esben ;
Auken, Esben .
GEOPHYSICAL JOURNAL INTERNATIONAL, 2014, 196 (02) :828-836
[10]   CANCELING STATIONARY SINUSOIDAL NOISE [J].
LINVILLE, AF ;
MEEK, RA .
GEOPHYSICS, 1992, 57 (11) :1493-1501