Multiscale Coherence Attribute and Its Application on Seismic Discontinuity Description

被引:7
|
作者
Lou, Yihuai [1 ]
Zhang, Haoran [2 ,3 ]
Liu, Naihao [3 ]
Liu, Rongchang [4 ]
Sun, Fengyuan [5 ,6 ]
机构
[1] Zhejiang Univ, MOE Key Lab Soft Soils & Geoenvironm Engn, Hangzhou 310014, Peoples R China
[2] Zhejiang Huadong Construct Engn Co Ltd, Hangzhou 310014, Zhejiang, Peoples R China
[3] Xi An Jiao Tong Univ, Sch Informat & Commun Engn, Xian 710049, Shaanxi, Peoples R China
[4] CNPC, PetroChina Res Inst Petr Explorat & Dev RIPED, Beijing 100083, Peoples R China
[5] Guilin Univ Elect Technol, Guangxi Wireless Broadband Commun & Signal Proc K, Guilin 541004, Guangxi, Peoples R China
[6] Guilin Univ Elect Technol, Sch Informat & Commun, Guilin 541004, Guangxi, Peoples R China
基金
中国国家自然科学基金;
关键词
Coherence; Correlation; Kernel; Mathematical models; Covariance matrices; Sun; Geoscience and remote sensing; Cauchy kernel correlation; coherence attribute; mode decomposition; multiscale; seismic discontinuity;
D O I
10.1109/LGRS.2021.3132358
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
Geologic structure characterization is a key step for seismic structure interpretation, such as fluvial channels, faults, and fractures. The coherence attribute is a widely used tool for describing seismic discontinuities, which is usually calculated based on the similarity and dissimilarity of the adjacent seismic traces. However, accurately extracting coherence attribute is a difficult task in field data applications because seismic signal is one of the typical nonstationary, non-Gaussian, and wideband signals. To describe seismic discontinuities at different scales, we propose a workflow to extract the multiscale coherence (MSC) attribute. We first decompose seismic data into several band-limited intrinsic mode functions (IMFs) with different dominant frequencies via the multichannel variational mode decomposition (MVMD). Afterward, we develop a Cauchy kernel correlation-based coherence algorithm to extract the coherence attributes at different scales based on the decomposed IMFs. Finally, we can compute the MSC attribute by utilizing the calculated coherence attributes. Field data applications demonstrate that the proposed MSC attribute characterizes seismic discontinuities, such as faults and fluvial channels, more accurately and more clearly than the traditional coherence attribute and the 1-D variational mode decomposition (VMD)-based coherence attribute.
引用
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页数:5
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