期刊文献+

基于提升小波的心电信号基线漂移的去除方法 被引量:5

Methods of removing the baseline wander in ECG based on the lifting wavelet transform
暂未订购
导出
摘要 目的:避免传统小波变换基于卷积算法中的冗余计算,同时去除心电信号(ECG)在采集中混入其中的基线漂移噪声。方法:根据提升小波变换采取双小波基函数结合的方法,经分解、含噪声子带系数置零、逆变换形成去噪的心电信号。结果:运用MATLAB环境对MIT-BIH数据库提供的心电信号数据及基线漂移噪声信号bw进行去除基线漂移仿真验证,其基线漂移均被有效去除。结论:ECG信号经该方法处理后其所含有的基线漂移噪声被准确去除,且原信号中的波形信息被有效保留,可为心电信号特征参数的检测提供帮助。 Objective:To avoid the redundant computation based on the convolution operation in the traditional wavelet transform, and to remove the baseline wander noise existing in the course of collecting the ECG signal. Methods: Use the lifting wavelet transform with two wavelets, and constitute the ECG signal with the noise removed after decomposing, setting the subband coefficient including the noise to zero, and rebuilding. Results:Use MATLAB to remove the baseline wander noise in the ECG signal and bw provided by the MIT-BIH database, and the results show that the baseline wander was removed effectively. Conclusion:The baseline wander noise in the ECG signal can be removed accurately though the method mentioned above, the waveform information in the original ECG signal can be maintained effectively, and subsequently, that can provide help for detecting the characteristic parameters in the ECG signal.
出处 《中国医学装备》 2014年第3期16-19,共4页 China Medical Equipment
基金 教育部博士点基金(20106201110003)"压缩域检索与挖掘关键技术研究"
关键词 心电信号 基线漂移 提升小波 特征参数 Electrocardiogram Baseline wander Lifting wavelet Characteristic parameters
  • 相关文献

参考文献12

二级参考文献38

  • 1王鹏,魏守水,黄青华.基于小波变换的自适应滤波器消除脉搏波基线漂移[J].中国医学物理学杂志,2004,21(5):296-299. 被引量:22
  • 2张文琼,刘肖琳,吴涛.一种利用小波变换逼近信号滤除心电图基线漂移的方法[J].计算机工程与应用,2005,41(20):222-224. 被引量:11
  • 3季虎,孙即祥,毛玲.基于小波变换与形态学运算的ECG自适应滤波算法[J].信号处理,2006,22(3):333-337. 被引量:25
  • 4Daubechies I,Sweldens W.Factoring wavelet transforms into lifting steps[J].J Fourier Anal Appl,1998,4(3):247-269.
  • 5Ercelebi E.Electrocardiogram signals de-noising using lifting-based discrete wavelet transform[J].Computers in Biology and Medicine,2004,34:479–493.
  • 6Kuzume K,Niijima K,Takano S.Design of a lifting wavelet processor for one dimensional signal detection[C].The 47th IEEE International Midwest Symposium on Circuits and Systems,2004,2:421-424.
  • 7Stepien Jacek,Zielinski TP.Signal denoising using line-adaptive lifting wavelet transform[C].Hungary:IEEE Instrumentation and Measurement Technology Conference Budapest,2001:1386-1391.
  • 8苏丽.远程心电监护诊断系统心电信号处理方法研究[C].哈尔滨工程大学,2006.
  • 9W Sweldens. The lifting scheme : a custom - design construction of biorthogonal wavelets[ J]. Applied and computational harmonic analysis, 1996,3(2) :186 -200.
  • 10D L Donoho, J M Johnstone. Ideal spatial adaptation by wavelet shrinkage[Jl. Biometrika, 1994,81(3) :425 -455.

共引文献58

同被引文献37

引证文献5

二级引证文献15

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