石油物探2025，Vol.64Issue(5)：835-844,10.DOI:10.12431/issn.1000-1441.2024.0044
基于断层保护奇异值谱分析的地震噪声压制方法
Seismic noise suppression method based on fault-preserving singular value spectrum analysis
摘要
Abstract
The singular spectrum analysis method has been widely applied to seismic data denoising.However,when applied to seismic data with developed faults and fractures,the fault information and noise components tend to overlap in the singular value spectrum.This overlap may result in the blurring of fault features,especially the fault details,during the process of noise suppression.To address this issue,a fault-preserving singular value spectrum analysis method was developed.Firstly,the generalized S-transform was introduced to enhance the method's adaptability to non-stationary signals.Secondly,comprehensive fault attributes were extracted using the singular value spectrum analysis method,based on which a filtering constraint weighting function was constructed.This function was then incorporated into the singular value spectrum filtering process to enable adaptive adjustment of filter weights at discontinuities,thereby avoiding damage to faults and other discontinuous structural features.Finally,a singular value attenuation function was designed to perform attenuation-based filtering on the singular value,achieving effective noise suppression while preserving fault characteristics.Both synthetic model tests and real data applications indicate that the proposed method can efficiently suppress noise while better preserving fault and other discontinuous information.关键词
奇异值谱分析/噪声压制/断层保护Key words
singular value spectrum analysis/noise suppression/fault preservation分类
能源科技引用本文复制引用
刘浩运,胡江涛,黄超,陈昌凯,王兴建..基于断层保护奇异值谱分析的地震噪声压制方法[J].石油物探,2025,64(5):835-844,10.基金项目
国家自然科学基金项目(42074166,42074163)资助. This research is financially supported by the National Natural Science Foundation of China(Grant Nos.42074166,42074163). （42074166,42074163）
