Ridgelet Transform Based on Optimal Basic Wavelet and Its Application in Seismic Discontinuity Detection

被引:0
作者
Zhao, Liang [1 ]
Gao, Jinghuai [1 ]
Li, Zhen [1 ]
Tian, Yajun [1 ]
Zhao, Haoqi [1 ]
Yang, Tao [1 ]
机构
[1] Xi An Jiao Tong Univ, Sch Informat & Commun Engn, Xian 710049, Peoples R China
来源
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING | 2024年 / 62卷
基金
中国国家自然科学基金;
关键词
Transforms; Continuous wavelet transforms; Coherence; Wavelet analysis; Location awareness; Sparse approximation; Signal processing algorithms; Optimal basic wavelet (OBW); Ridgelet transform; three-parameter wavelet (TPW); CONTOURLET TRANSFORM; COHERENCE ALGORITHM; CURVELET TRANSFORM; NOISE; REPRESENTATIONS; IDENTIFICATION; DECOMPOSITION; INVERSION; DISCRETE;
D O I
10.1109/TGRS.2024.3456896
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
High-dimensional time-frequency (TF) transforms are essential tools in seismic data processing. However, commonly used transforms such as Ridgelet, Curvelet, and Contourlet exhibit limitations in time-shifting invariance and basis function selection, which impacts on their effectiveness in seismic data analysis. To address these limitations, this study introduces optimal basic wavelet (OBW)-Ridgelet, a novel approach integrating the OBW with the Ridgelet transform. By combining OBW with Ridgelet, this method aims to enhance the TF localization for seismic structural analysis and time-shifting invariance property. We also present a workflow for seismic discontinuity detection, employing the C3 algorithm to the decomposed seismic data to get multiscale coherence and introduce the similarity coefficient for scale selection of the multiscale coherence. Synthetic and field data examples demonstrate the effectiveness and robustness of the proposed method, yielding promising results for seismic signal interpretation. The integration of OBW-Ridgelet enriches the toolkit for seismic signal analysis and holds the potential for refining seismic feature detection and interpretation in practical applications.
引用
收藏
页数:16
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