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ECG signal denoising based on similar segments cooperative filtering

机译:基于类似段的CONG信号去噪

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摘要

Noise reduction is an important preprocessing for the ECG signal subsequent analysis and diagnosis. Based on the cooperative filtering of similar segments, an effective ECG denoising method is proposed. First, a signal is divided into equal-length segments, and then the similar segments of each segment are found according to the similarity and arranged into a two-dimensional array which is filtered by the Savitzky-Golay method and polynomial fitting method in two directions, respectively. In the last, all the filtered segments are put back to their original positions. The overlapping part of each segment is weighted averaged as the filtering result of this segment. Thus, the final denoised signal is reconstructed. The advantages of the proposed method lie in the information between similar segments is also used, that is, the cooperative filtering of similar segments. As a verification of the proposed method, ECG signals in the MIT-BIH database are denoised and used to other denoising methods reported in references. The results show that the proposed method is effective.
机译:降噪是ECG信号随后分析和诊断的重要预处理。基于类似段的协同滤波,提出了一种有效的ECG去噪方法。首先,将信号分成相等长度的段,然后根据相似性找到每个段的类似段,并被布置成二维阵列,其在两个方向上通过Savitzky-Golay方法和多项式拟合方法滤波。 , 分别。在最后,所有过滤的段都返回到原始位置。每个段的重叠部分被加权平均作为该段的滤波结果。因此,重建最终的去噪信号。所提出的方法的优点也在于,也使用类似段之间的信息,即类似段的协同滤波。作为所提出的方法的验证,MIT-BIH数据库中的ECG信号被去噪并用于参考中报告的其他去噪方法。结果表明,该方法是有效的。

著录项

  • 来源
    《Biomedical signal processing and control》 |2021年第2期|102751.1-102751.12|共12页
  • 作者

    Liu Baoying; Li Yuanlu;

  • 作者单位

    Nanjing Univ Informat Sci & Technol Sch Automat B DAT Nanjing 210044 Peoples R China;

    Nanjing Univ Informat Sci & Technol Sch Automat B DAT Nanjing 210044 Peoples R China|Nanjing Univ Informat Sci & Technol Jiangsu Collaborat Innovat Ctr Atmospher Environm Nanjing 210044 Peoples R China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    ECG denoise; Cooperative filtering; Savitzky-Golay filtering;

    机译:ECG Denoise;合作过滤;Savitzky-Golay过滤;

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