JOURNAL ARTICLE

Seismic Signal De-Noising Using Variational Mode Decomposition and Wavelet Transform

Yajuan Xue

Year: 2017 Journal:   International Journal of Petrochemical Science & Engineering Vol: 2 (4)   Publisher: MedCrave Group

Abstract

Seismic denoising is a key step in seismic signal processing for enhancing the resolution of the seismic signal.In this paper, a seismic denoising method is introduced by using variational mode decomposition (VMD) combined with wavelet transform.VMD is used to decompose the seismic data into a series of intrisic mode functions (IMFs) from low frequency to high frequency.Since the noise is always concentrated in the high frequency components, IMFs with high frequency are denoised by using wavelet transform with a soft threshold to effectively remove the noise.Finally, the denoised IMFs and other remained IMFs are reconstructed to form a denoised signal.Synthetic data and real data are used to validate the method.

Keywords:
Wavelet transform Harmonic wavelet transform Wavelet Mode (computer interface) Wavelet packet decomposition SIGNAL (programming language) Second-generation wavelet transform Decomposition Computer science Stationary wavelet transform Algorithm Artificial intelligence Pattern recognition (psychology) Mathematics Speech recognition Chemistry

Metrics

4
Cited By
0.60
FWCI (Field Weighted Citation Impact)
7
Refs
0.70
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Seismic Imaging and Inversion Techniques
Physical Sciences →  Earth and Planetary Sciences →  Geophysics
Seismology and Earthquake Studies
Physical Sciences →  Computer Science →  Artificial Intelligence
Seismic Waves and Analysis
Physical Sciences →  Earth and Planetary Sciences →  Geophysics

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