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一种基于SA4多小波的脑电信号消噪方法

任通 罗志增 孟明 姚家扬

传感技术学报2016,Vol.29Issue(12):1832-1838,7.
传感技术学报2016,Vol.29Issue(12):1832-1838,7.DOI:10.3969/j.issn.1004-1699.2016.12.009

一种基于SA4多小波的脑电信号消噪方法

A De-Noising Method of the EEG Signal Based on SA4 Multi-Wavelet*

任通 1罗志增 1孟明 1姚家扬1

作者信息

  • 1. 杭州电子科技大学机器人研究所,杭州310018
  • 折叠

摘要

Abstract

To retain more details during the EEG signal de-noising,a de-noising method based on SA4 multi-wave?let is proposed. Firstly,the repeated sample pre-filtering method is applied to pre-process the EEG signal,and the multidimensional multi-wavelet coefficients can be obtained by SA4 multi-wavelet decomposition algorithm. Then, the soft threshold function is used to process the multi-wavelet coefficients of each layer,and the coefficients are re?constructed by multi-wavelet transform to get the de-noised EEG signal. Simulation results show that compared with db4 wavelet algorithm,the better signal-to-noise ratios and root mean square errors of the EEG signal can be achieved by SA4 multi-wavelet algorithm,which can also reduce the detail loss during the EEG signal de-noising.

关键词

脑电信号/消噪/SA4多小波/预处理/信噪比

Key words

EEG signal/de-noising/SA4 multi-wavelet/pre-filtering/signal-to-noise ratios(SNR)

分类

信息技术与安全科学

引用本文复制引用

任通,罗志增,孟明,姚家扬..一种基于SA4多小波的脑电信号消噪方法[J].传感技术学报,2016,29(12):1832-1838,7.

基金项目

国家自然科学基金项目(61172134) (61172134)

浙江省自然科学基金项目(LY14F030023) (LY14F030023)

传感技术学报

OA北大核心CSCDCSTPCD

1004-1699

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