散度值分析的PPG信号伪差滤除算法
DOI:
CSTR:
作者:
作者单位:

南京邮电大学自动化学院、人工智能学院 南京 210023

作者简介:

通讯作者:

中图分类号:

TN911.7;R318

基金项目:


Motion artifacts filtering method for PPG signal based on divergence analysis
Author:
Affiliation:

School of Automation and Artificial Intelligence, Nanjing University of Posts and Telecommunications, Nanjing 210023, China

Fund Project:

  • 摘要
  • |
  • 图/表
  • |
  • 访问统计
  • |
  • 参考文献
  • |
  • 相似文献
  • |
  • 引证文献
  • |
  • 资源附件
  • |
  • 文章评论
    摘要:

    光电容积脉搏波(photoplethysmography, PPG)信号的采集极易受到运动伪差的干扰,为了增加信号特征提取的准确度进而提高人体生理参数计算的准确率,提出了基于散度值分析的PPG信号运动伪差滤除算法。将采集的模板信号与实验信号进行带通滤波预处理之后,利用未受伪差干扰的模板信号计算出信号特征的散度值标准阈值范围,接着计算模板信号与受伪差干扰的实验信号的散度值,识别判断并剔除实验信号中存在运动伪差干扰的信号周期,整合得到未受运动伪差干扰的优质波信号。通过人体血管收缩压的检测实验,证明了算法在可穿戴运动系统中的实用性与可靠性。

    Abstract:

    The acquisition of PPG signal is vulnerable to the interference of motion artifact. In order to increase the accuracy of signal feature extraction and improve the accuracy of human physiological parameter calculation, a motion artifact filtering algorithm for PPG signal based on divergence value analysis is proposed. After the collected template signal and the experimental signal are preprocessed by band-pass filtering, the standard threshold range of the divergence value of the signal characteristics is calculated using the template signal that is not interfered by the motion artifacts. Then, the divergence value of the template signal and the experimental signal that is interfered by the motion artifacts is calculated, and the signal cycle with the motion artifacts interference in the experimental signal is identified, judged and eliminated, and the high-quality wave signal that is not interfered by the motion artifacts is integrated. The practicability and reliability of the algorithm in wearable sports system are proved through the detection experiment of human vascular systolic pressure.

    参考文献
    相似文献
    引证文献
引用本文

赖源海,孙 斌,陈 运.散度值分析的PPG信号伪差滤除算法[J].国外电子测量技术,2023,42(01):67-73

复制
分享
文章指标
  • 点击次数:
  • 下载次数:
  • HTML阅读次数:
  • 引用次数:
历史
  • 收稿日期:
  • 最后修改日期:
  • 录用日期:
  • 在线发布日期: 2024-05-21
  • 出版日期:
文章二维码