期刊文献+

一种面向穿戴式应用的超高噪声心电信号处理方法 被引量:3

A Processing Method of Super-high Noising ECG Signal for Wearable Application
下载PDF
导出
摘要 针对穿戴式设备实测心电信号的超高强度噪声问题,提出一种改进的心电信号消噪方法。利用小波分析进行预处理,再利用简单整系数滤波器进行进一步消噪。通过对比,本文提出的改进的心电信号消噪方法性能优于传统的小波阈值去噪法和数字滤波法,处理时间比小波阈值去噪法低33%。结果表明,基于小波分析和简单整系数滤波器相结合的消噪法,对于具有超高强度噪声的穿戴式设备实测心电信号处理效果优异,且运算成本低于传统的小波阈值法,更利于硬件实现。 To solve the problem of super-high noise in electrocardiogram (ECG) measured by wearable devices,an im-proved ECG de-noising method was presented. The wavelet analysis is used to preprocess, then simple integer coeffi-cients filter is used to do further de-noising. By being compared,the improved ECG de-noising method perform better than traditional wavelet threshold de-noising method and digital filter method, and 33% less processing time is used than wavelet threshold de-nosing method. The results show that de-noising method based on wavelet analysis and digi-tal filter perform well when the de-noising ECG is measured by wearable devices and have less operational costs, which is easier for hardware implementation.
出处 《长春理工大学学报(自然科学版)》 2014年第2期84-89,共6页 Journal of Changchun University of Science and Technology(Natural Science Edition)
关键词 穿戴式 小波 超高噪声 工程实测 心电信号 wearable wavelet super-high noising measured signal electrocardiogram
  • 相关文献

参考文献8

二级参考文献38

  • 1李英伟,孔令富.基于小波模极大值的心电信号滤波算法[J].仪器仪表学报,2005,26(z2):360-361. 被引量:6
  • 2张泾周,寿国法,戴冠中.基于小波变换的心电信号噪声处理[J].西北工业大学学报,2005,23(1):11-14. 被引量:24
  • 3杨丰,岳小荣.基于三次B─样条函数心电图数据滤波[J].北京生物医学工程,1994,13(4):193-196. 被引量:5
  • 4张泾周,张光磊,戴冠中.自适应算法与小波变换在心电信号滤波中的应用[J].生物医学工程学杂志,2006,23(5):977-980. 被引量:12
  • 5DONOHO D L.Denoising by soft-thresholding[J].IEEE Trans.On Information Theory,1995,(3):613-627.
  • 6CHERKASSKY V,KILTS S.Comparison of wavelet thresholding methods for denoising ECG signals[C].Artificial Neural Networks-ICANN Proceedings,2001:625-629.
  • 7CHEN S-W,CHEN H-C,CHAN H-L.A real-time QRS detection method based on moving-averaging incorporating with wavelet denoising[J].Computer methods and programs in biomedicine,2006,82:187-195.
  • 8SU L,ZHAO G L.De-noising of ECG signal,using translation-invariant wavelet de-noising method with improved thresholding[C].Annual International Conference of the IEEE Engineering in Medicine and Biology,2005:5946-5949.
  • 9BUI T D,CHEN G Y.Translation-invariant denoising using multiwavelets[J].IEEE Trans.On Signal Processing,1998,46(12):3414-3420.
  • 10MALLAT S.A theory of multiresolution signal decomposition:the wavelet representation[J].IEEE Trans.On PAM I,1989,11(7):674-693.

共引文献98

同被引文献65

引证文献3

二级引证文献20

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部