基于小波变换的空域相关法在肌电信号中的应用

李仲宁, 罗志增

电子学报 ›› 2007, Vol. 35 ›› Issue (7) : 1414-1418.

PDF(797 KB)
PDF(797 KB)
电子学报 ›› 2007, Vol. 35 ›› Issue (7) : 1414-1418.
论文

基于小波变换的空域相关法在肌电信号中的应用

  • 李仲宁, 罗志增
作者信息 +

Spatial Correlation Filtering Based on Wavelet Transformation Application to EMG De-noising

  • LI Zhong-ning, LUO Zhi-zeng
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文章历史 +

摘要

为了消除混杂在肌电信号中的噪声,并保留信号的细节,提出了基于小波变换空域相关法的肌电信号消噪方法.文章首先对小波变换和空域相关滤波的基本理论进行了简要的概述,其次就空域相关滤波用于肌电信号的消噪过程进行了详细的分析.通过肌电信号的小波分解,用空域相关法分离信号与噪声,并给出了一种针对肌电信号各层噪声能量阈值的估计算法.实验结果表明,空域相关滤波较好的保留了肌电信号的边缘特征,为肌电信号的特征提取创造了良好的条件.

Abstract

In order to eliminate the noise included in EMG and hold details of the signal,spatial correlation filtering for EMG de-noising is put forwarded based on wavelet transformation.Firstly,the paper briefly summarizes the basic theory of wavelet transformation and spatial correlation filtering.Secondly,the paper analyze the process of EMG de-noising with spatial correlation filtering in detail.With wavelet analysis,the signal and noise is separated by spatial correlation filtering.At the same time,the arithmetic of estimating noise-energy threshold of EMG is proposed.The experimental results show that the fringe characters of EMG are reserved effectively through spatial correlation filtering,which offer good conditions for withdrawing the characters of EMG.

关键词

肌电信号 / 小波变换 / 空域相关滤波 / 相关系数

Key words

electromyography(EMG) / wavelet transformation / spatial correlation filtering / correlation coefficient

引用本文

导出引用
李仲宁, 罗志增. 基于小波变换的空域相关法在肌电信号中的应用[J]. 电子学报, 2007, 35(7): 1414-1418.
LI Zhong-ning, LUO Zhi-zeng. Spatial Correlation Filtering Based on Wavelet Transformation Application to EMG De-noising[J]. Acta Electronica Sinica, 2007, 35(7): 1414-1418.
中图分类号: TP24   

基金

国家自然科学基金 (No.60474054); 浙江省科技计划 (No.2007C23088)
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