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基于离散小波变换的地震资料自适应高频噪声压制

HIGH FREQUENCY SEISMIC NOSIE ADAPTIVE SUPPRESSION BASED ON DISCRETE WAVELET TRANSFORM

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【作者】 李雪英张晶孔祥琦侯相辉

【Author】 LI Xue-ying1,ZHANG Jing1,KONG Xiang-qi2,HOU Xiang-hui1(1.College of Geosciences,Northeast Petroleum University,Daqing 163318,China;2.NO.1 Geophysical Exploration Company of Daqing Drilling & Exploration Engineering Corporation CNPC,Daqing 163357,China)

【机构】 东北石油大学地球科学学院大庆钻探工程公司地球物理勘探一公司

【摘要】 针对现有的小波变换阈值去噪方法无法适用于地震资料高频噪声压制的缺点,笔者分别对阈值函数和阈值选取方案进行了改进,提出了连续硬阈值函数与自适应阈值相结合的地震资料高频噪声压制方法。连续硬阈值函数兼具软、硬阈值函数的优点,可提高重构地震信号的保真度,减少人为噪声误差;自适应阈值方案可根据非平稳地震数据中的能量时变、空变分布特点,通过引入不同子带小波系数标准差、代数平均值以及几何平均值等统计参数,使阈值能够随不同子带的小波系数能量变化而自动调整,以适应地震资料高频噪声压制的要求。实际地震数据处理结果表明,笔者提出的方法在提高信噪比的同时,可保护陡倾角反射界面信号,提高噪声压制后地震数据的保真度。

【Abstract】 This authors describe a more efficient and adaptive high frequency noise suppression method in which a new adaptive threshold technique is combined with a continuous thresholding function to overcome the shortcoming that existing threshold de-noising technique by wavelet transform is not suitable for seismic data.The continuous hard thresholding function can combine both advantages of soft thresholding function and hard thresholding function,so it can enhance the fidelity of reconstructed signal and reduce the artificial noise.An adaptive threshold scheme is carried out by analyzing the statistical parameters of wavelet subband coefficients like standard deviation,arithmetic mean and geometrical mean in different subbands,which is based on the time-varying and spatial-varying energy distribution feature of nonstationary seismic signal.This threshold can adjust itself automatically with the variation of wavelet coefficient energy in different subbands to meet the requirement of high frequency seismic noise suppression.The actual seismic data processing result indicates that this method can not only raise the signal-to-noise ratio but also protect thoroughly the steep dip angle reflection event and enhance the fidelity of seismic signal after noise elimination.

【基金】 国家自然科学基金重点项目(40930422);国家油气重大专项(2011ZX05008-006-42)
  • 【文献出处】 物探与化探 ,Geophysical and Geochemical Exploration , 编辑部邮箱 ,2013年01期
  • 【分类号】P631.44
  • 【被引频次】11
  • 【下载频次】146
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