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SEISMIC RANDOM NOISE ATTENUATION USING DIRECTIONAL TOTAL VARIATION IN THE SHEARLET DOMAIN

机译:利用方向域总方向变化的地震随机噪声衰减

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摘要

In this paper we propose an effective seismic denoising method using directional total variation (DTV) in the shearlet domain. This approach exploits the sparseness of shearlet transform and direction sensitivity of DTV. Shearlet shrinkage has a positive effect on denoising, but suffers from Gibbs artifact which can be solved by total variation (TV). DTV is an improved method of TV using anisotropic projection and performs well for the noisy signal with a dominant direction. The seismic data can be decomposed into several subbands by shearlet transform. Every subband has its own dominant direction. Therefore applying the direction information to DTV can more effectively eliminate seismic noise. The application on synthetic data and field data shows that the proposed method is superior to shearlet transform or DTV in seismogram noise removal and feature preservation.
机译:在本文中,我们提出了一种有效的地震去噪方法,该方法在小波域中使用方向总变化量(DTV)。这种方法利用了疏波变换的稀疏性和数字电视的方向敏感性。剪切板收缩对降噪有积极作用,但存在Gibbs伪影,可以通过总变化(TV)解决。 DTV是使用各向异性投影的电视的一种改进方法,对于具有主导方向的噪声信号表现良好。地震数据可以通过小波变换分解为几个子带。每个子带都有其自己的主导方向。因此,将方向信息应用于数字电视可以更有效地消除地震噪声。在合成数据和现场数据上的应用表明,该方法在消除地震图噪声和保持特征方面优于剪切波变换或数字电视。

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