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Recovery and noise cancelling of the fetal heart signal using a combination of NLMS algorithm and S-G filter

机译:使用NLMS算法和S-G滤波器的组合回收和噪声消除胎儿心脏信号

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摘要

Purpose The purpose of this paper is to provide appropriate methods for reducing the abnormalities on the extracted fetal heart signal from the maternal electrocardiogram (ECG). Design/methodology/approach In this regard, the extracted signal of the fetal heart from the mother, improved using an active noise cancelation (ANC) system. It uses commonly adaptive algorithms of normalized least mean squares (NLMS). In the present paper, fetal extraction and denoising methodology are proposed. This methodology uses a combination of the NLMS algorithm with Savitzky-Golay (S-G) filter. Findings The obtained results show that a combination of NLMS algorithm with filter coefficient of 15 and mu = 0.02 and S-G filter has a better qSNR (qSNR = 3.6727) and good performance for fetal ECG extraction in comparison with the other works for average fmSNR in the range of -30 to -15 dB. Also, with considering the SNR value of -24.7 dB before filtering and SNR = 3.1861 dB after filtering; the SNR improvement of 27.8861 dB has been obtained. Originality/value A new method in the extract and noise reduction of fetal ECG from maternal ECG by the combination of NLMS algorithm and S-G filter is proposed.
机译:目的本文的目的是提供来自母体心电图(ECG)的提取胎儿心脏信号的异常的适当方法。在这方面设计/方法/方法,来自母亲的胎心的提取信号,使用有源噪声消除(ANC)系统改进。它使用了归一化最小均线(NLMS)的通常自适应算法。在本文中,提出了胎儿提取和去噪方法。该方法使用NLMS算法与Savitzky-Golay(S-G)过滤器的组合。结果结果表明,具有15和MU = 0.02和SG滤波器的滤波器系数的NLMS算法的组合具有更好的QSNR(QSNR = 3.6727),并且与其他FMSNR的其他工程相比,胎儿ECG提取的良好性能范围为-30至-15 dB。此外,考虑到过滤之前的SNR值-24.7 dB,过滤后SNR = 3.1861 dB;已经获得了27.8861 dB的SNR改善。提出了由NLMS算法组合和S-G滤波器的母体ECG的胎儿ECG提取和降噪中的创意/值的新方法。

著录项

  • 来源
    《Circuit World》 |2021年第1期|1-10|共10页
  • 作者单位

    Islamic Azad Univ Dept Elect Engn Branch Kermanshah Kermanshah Iran;

    Islamic Azad Univ Branch Kermanshah Kermanshah Iran;

    Razi Univ Kermanshah Iran;

    Islamic Azad Univ Branch Kermanshah Kermanshah Iran;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Filler; Electrocardiogram;

    机译:填充物;心电图;
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