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An amplitude suppression method based on the decibel criterion

机译:基于分贝准则的幅度抑制方法

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摘要

To suppress the strong noise in seismic data with wide range of amplitudes,commonly used methods often yield unsatisfactory denoising results owing to inappropriate thresholds and require parametric testing as well as iterations to achieve the anticipated results.To overcome these problems,a data-driven strong amplitude suppression method based on the decibel criterion in the wavelet domain (ISANA) is proposed.The method determines the denoising threshold based on the decibel criterion and statistically analyzes the amplitude index rather than the abnormally high amplitudes.The method distinguishes the frequency band distributions of the valid signals in the time-frequency domain based on the wavelet transformation and then calculates thresholds in selected time windows,eventually achieving frequency-divided noise attenuation for better denoising.Simulations based on theoretical and real-world data verify the adaptability and low dependence of the method on the size of the time window.The method suppresses noise without energy loss in the signals.
机译:为了抑制大范围振幅地震数据中的强噪声,常用的方法通常会由于阈值不合适而产生不令人满意的降噪结果,并且需要进行参数测试以及进行迭代才能获得预期的结果。提出了一种基于小波域分贝准则的幅度抑制方法(ISANA),该方法基于分贝准则确定降噪阈值,并对幅度指标进行统计分析,而不是对异常高幅度进行统计分析。基于小波变换的时频域中的有效信号,然后在选定的时间窗口中计算阈值,最终实现了分频噪声衰减,以实现更好的去噪。基于理论和实际数据的仿真验证了自适应性和低依赖性时间窗口大小上的方法。该方法抑制噪声而信号中没有能量损失。

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  • 来源
    《应用地球物理(英文版)》 |2017年第3期|387-398|共12页
  • 作者单位

    Chengdu University of Technology,Chengdu 610059,China;

    Exploration and Production Research Institute,Sinopec Southwest Company,Chengdu 610041,China;

    Chengdu University of Technology,Chengdu 610059,China;

    Geomathematics Key Laboratory of Sichuan Province,Chengdu University of Technology,Chengdu 610059,China;

    Exploration and Production Research Institute,Sinopec Southwest Company,Chengdu 610041,China;

    Exploration and Production Research Institute,Sinopec Southwest Company,Chengdu 610041,China;

    Chengdu University of Technology,Chengdu 610059,China;

    Geomathematics Key Laboratory of Sichuan Province,Chengdu University of Technology,Chengdu 610059,China;

    Chengdu University of Technology,Chengdu 610059,China;

  • 收录信息 中国科学引文数据库(CSCD);
  • 原文格式 PDF
  • 正文语种 eng
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