首页> 中文期刊> 《电脑和通信(英文)》 >Research on Heart Sound Signal Denoising Algorithm Based on Variational Mode Decomposition and Wavelet Threshold

Research on Heart Sound Signal Denoising Algorithm Based on Variational Mode Decomposition and Wavelet Threshold

         

摘要

Heart sound signals are easy to introduce noise during the acquisition process, and traditional denoising algorithms always remove the characteristic information of the heart sound while removing the noise. The denoising effects in turn affect the subsequent diagnosis results. So an improved algorithm based on variational mode decomposition (VMD) and wavelet threshold method is proposed. First, the number of decomposition modes K of the VMD is selected by analyzing the average instantaneous frequency curve of the different decomposition values, and the noisy heart sound is decomposed into K modes by the VMD algorithm. Then, the modes that need to be retained are decided by the energy curve of each mode. Finally, wavelet threshold denoising method is performed on the retained modes. Experiment simulation results show that under different signal-to-noise ratio conditions, the proposed method can improve heart sounds’ ratio of signal to noise and reduce the root mean square error. Compared with traditional algorithms, it has good noise suppression capabilities under different noise levels.

著录项

  • 来源
    《电脑和通信(英文)》 |2021年第10期|P.110-121|共12页
  • 作者单位

    College of Computer Science and Technology Shandong University of Technology Zibo China;

    Department of Cardiovascular Medicine Zibo Hospital of Traditional Chinese Medicine Zibo China;

    College of Computer Science and Technology Shandong University of Technology Zibo China;

    College of Computer Science and Technology Shandong University of Technology Zibo China;

  • 原文格式 PDF
  • 正文语种 chi
  • 中图分类 TN9;
  • 关键词

    VMD; Wavelet Transform; Heart Sound;

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