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DOI10.1109/TGRS.2019.2954949
Seismic Signal Enhancement and Noise Suppression Using Structure-Adaptive Nonlinear Complex Diffusion
Zhang, Yushu1,2; Lin, Hongbo1,2; Li, Yue1,2; Ma, Haitao1,2
通讯作者Lin, Hongbo ; Ma, Haitao
来源期刊IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
ISSN0196-2892
EISSN1558-0644
出版年2020
卷号58期号:3页码:2198-2211
英文摘要In seismic exploration, effective seismic noise attenuation along with seismic signal preservation is a key problem for seismic signal processing. The seismic data acquired from complex environments usually have a low signal-to-noise ratio (SNR) and nonstationary random noise that makes it difficult to accurately restore seismic signals. For enhancing seismic signals and filtering nonstationary random noise, we propose a structure-adaptive nonlinear complex diffusion method (ANCD) based on the regularized complex shock diffusion (CSD) by exploiting the structure-adaptive diffusion coefficients. The proposed complex diffusion method makes use of the imaginary value which is generated by a complex diffusion process as a directional structure indicator to guide the diffusion coefficients, by cooperating with spatially variant structure factors associated with the eigenvalues and eigenvectors of the structure tensor. In this way, the structural-adaptive diffusion term of ANCD allows the diffusion process along seismic structures, and the resulting imaginary part in turn enables the shock term to enhance the seismic signals with steep dips and rapidly varying slopes. The proposed method is tested on the synthetic seismic data and field seismic data acquired from the forest belt and desert area. The results show that the ANCD achieves a superior tradeoff between suppressing complicated random noise and preserving the seismic structures compared with the state-of-the-art seismic denoising methods.
英文关键词Adaptive noise attenuation nonlinear complex diffusion seismic signal enhancement threshold function
类型Article
语种英语
国家Peoples R China
收录类别SCI-E
WOS记录号WOS:000519598700054
WOS关键词ANISOTROPIC DIFFUSION ; IMAGE-ENHANCEMENT ; EDGE-DETECTION ; ATTENUATION ; CLASSIFICATION ; INTERPOLATION ; PICKING ; TFPF
WOS类目Geochemistry & Geophysics ; Engineering, Electrical & Electronic ; Remote Sensing ; Imaging Science & Photographic Technology
WOS研究方向Geochemistry & Geophysics ; Engineering ; Remote Sensing ; Imaging Science & Photographic Technology
资源类型期刊论文
条目标识符http://119.78.100.177/qdio/handle/2XILL650/314715
作者单位1.Jilin Univ, Dept Informat, Changchun 130012, Peoples R China;
2.Jilin Univ, Coll Commun & Engn, Changchun 130012, Peoples R China
推荐引用方式
GB/T 7714
Zhang, Yushu,Lin, Hongbo,Li, Yue,et al. Seismic Signal Enhancement and Noise Suppression Using Structure-Adaptive Nonlinear Complex Diffusion[J],2020,58(3):2198-2211.
APA Zhang, Yushu,Lin, Hongbo,Li, Yue,&Ma, Haitao.(2020).Seismic Signal Enhancement and Noise Suppression Using Structure-Adaptive Nonlinear Complex Diffusion.IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING,58(3),2198-2211.
MLA Zhang, Yushu,et al."Seismic Signal Enhancement and Noise Suppression Using Structure-Adaptive Nonlinear Complex Diffusion".IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING 58.3(2020):2198-2211.
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