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小波包节点域和空间域倾角扫描高阶相关去噪技术

Dip scanning high order correlation denoise technique in wavelet packet node field and space domain

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【作者】 樊计昌刘明军王夫运海燕赵俊猛

【Author】 Fan Ji-chang1,2,Liu Ming-jun1,2,Wang Fu-yun1,2,Hai Yan1,2 and Zhao Jun-meng1,2. 1. The Geophysical Exploration Centre of China Earthquake Administration,Zhengzhou City,Henan Province,450002,China2. Institute of Tibetan Plateau Research,China Academy of Sciences,Beijing City,100085,China

【机构】 中国地震局地球物理勘探中心中国科学院青藏高原研究所

【摘要】 小波包去噪就是根据信号和噪声在不同节点、不同层上的差异,在节点域利用其他数学方法(如相关、阈值化处理等)对含噪信号的系数进行缩幅、置零、相关等处理,最后重构原信号。空间域相关是指对经节点域高阶相关后的分量剖面的相邻道进行相关。由于剖面上相邻道的信号具有较强的相关性,而随机噪声的相关性较弱,可利用该特征增强信号,抑制或消除噪声。基于小波包方法、高阶相关方法的特点以及小波包方法在高频段分辨率高的优势,本文提出了小波包节点域和空间域倾角扫描高阶(3阶)相关去噪技术。首先对原始地震记录剖面进行4层小波包分解,得到16个分量剖面,并对这些剖面的每道在节点域对相邻频段的小波包系数进行高阶相关;然后在空间域对同一分量剖面相邻道的小波包系数进行倾角扫描高阶相关;在完成所有分量剖面的空间域相关后,对这些分量剖面进行重构,最终得到去噪后的地震记录剖面。数值实验和实际资料处理结果表明,本文方法的去噪效果明显优于小波尺度域和空间域高阶相关去噪方法,也明显优于常规小波包节点域2阶相关去噪方法。经本文方法去噪后,高斯白噪声得到了明显的压制或消除。

【Abstract】 Base on the difference in different nodes and different layers between signal and noise,Wavelet packet denoise method utilizes mathematical algorithms (such as correlation,threshold processing and so on) to process (such as shortening amplitude,nulling and correlating and so on) the coefficients of the noisy signals,and at last the original signals are reconstructed. The correlation in space domain is referred to as the correlation for the nearby traces of the component section after high order correlation in node field,as the signals in the nearby traces on seismic section have strong correlativity and the correlativity of the random noise is weaker,the correlativity difference characteristics between signal and noise can be used to enhance signal and suppress or even remove the noise. Base on the characteristics of wavelet packet method and high order correlation method,as well as the high resolution advantage of the wavelet packet method in high frequency band,the dip scanning high order (third order) correlation denoise technique in wavelet packet node field and space domain was introduced in this paper,at first the original seismic sections were decomposed in 4 layer wavelet packet,16 component sections were obtained,for each channel of the section high order correlation was conducted for nearby frequency band wavelet packet in node field,anf then the dip scanning high order correlation were conducted for wavelet packet coefficients of the nearby traces on the component section in space domain,secondly after the correlation for all component sections was carried out,the component sections were reconstructed,at last denoised seismic sections were obtained.The numerical experiment and field data processing results show that the denoised results of the technique is much better than the results by wavelet scale domain method and high order correlation denoise method,also much better than wavelet packet node field second order correlation denoise method,after applying the technique to seismic data,the Gaussian white noise was obvoiusly suppressed and removed.

【基金】 国家自然科学基金项目(40774071);国家973项目(2004CB418402)资助
  • 【文献出处】 石油地球物理勘探 ,Oil Geophysical Prospecting , 编辑部邮箱 ,2009年06期
  • 【分类号】P631.44
  • 【被引频次】10
  • 【下载频次】138
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