EEG extraction based on wavelet lifting scheme
Author:
  • Article
  • | |
  • Metrics
  • |
  • Reference [9]
  • |
  • Related [20]
  • | | |
  • Comments
    Abstract:

    Wavelet transform is widely applied in signal processing,which can analyze time domain or frequency domain information.But the traditional wavelet transform depends on Fourier transform,and its realization is based on a large amount of convolution computation,leading to the low operation speed.This paper discusses the principles of second generation wavelet transform,and applies it to process the electroencephalo-graph (EEG).Lifting scheme is the key technique to construct the second generation wavelet transform.High-frequency information is determined by predicting,and the correct low-frequency information is obtained through update.Lifting scheme does not depend on the Fourier transform,thus greatly improves the speed of operation.By analyzing the basic principles of lifting scheme,we extracted the four rhythms of EEG through second generation wavelet transform,and got satisfactory results.

    Reference
    [1] 王大凯,彭进业.小波分析及其在信号处理中的应用[M].北京:电子工业出版社,2006 WANG Dakai,PENG Jinye.Wavelet analysis and its application in signal processing[M].Beijing:Publishing House of Electronics Industry,2006
    [2] 樊启斌.小波分析[M].武汉:武汉大学出版社,2008 FAN Qibin.Wavelet analysis[M].Wuhan:Wuhan University Press,2008
    [3] 邵晨曦,卢继军,周颢.基于小波变换的脑电图癫痫波形检测[J].生物医学工程学杂志,2002,19(2):259-263 SHAO Chenxi,LU Jijun,ZHOU Hao.Detection of epileptic waves in EEG based on wavelet transform[J].Journal of Biomedical Engineering,2002,19(2):259-263
    [4] Adeli H,Zhou Z Q,Dadmehr N.Analysis of EEG records in an epileptic patient using wavelet transform[J].Neurosci Methods,2003,123(1):69-87
    [5] Oropesa E,Cycon H L,Jobert M.Sleep stage classification using wavelet transform and neural network.ICSI Technical Report,TR-99-008,1999
    [6] 宦飞,郑崇勋,刘峰,等.利用小波级数检测睡眠EEG中的K-复合波[J].北京生物医学工程,2000,19(1):1-5 HUAN Fei,ZHENG Chongxun,LIU Feng,et al.Detecting of K-complex from sleep EEG by wavelet series[J].Beijing Biomedical Engineering,2000,19(1):1-5
    [7] Sweldems W.The lifting scheme:A construction of second generation wavelet[J].SIAM Journal on Mathematical Analysis,1998,29(2):511-546
    [8] Geva A B,Kerem D H.Forecasting generalized epileptic seizures from the EEG signal by wavelet analysis and dynamic unsupervised fuzzy clustering[J].IEEE Transactions on Biomedical Engineering,1998,45(10):1205-1216
    [9] 沈民奋,孙丽莎,沈凤麟.基于小波变换的动态脑电节律提取[J].数据采集与处理,1999,14(2):183-186 SHEN Minfen,SUN Lisha,SHEN Fenglin.Detection of dynamic EEG rhythms based on wavelet transformation[J].Journal of Data Acquisition & Processing,1999,14(2):183-186
    Cited by
    Comments
    Comments
    分享到微博
    Submit
Get Citation

HE Min, ZHENG Rirong, RUAN Jingwen, LIU Pan. EEG extraction based on wavelet lifting scheme[J]. Journal of Nanjing University of Information Science & Technology,2013,5(1):60-63

Copy
Share
Article Metrics
  • Abstract:1161
  • PDF: 2916
  • HTML: 0
  • Cited by: 0
History
  • Received:April 12,2012
Article QR Code

Address:No. 219, Ningliu Road, Nanjing, Jiangsu Province

Postcode:210044

Phone:025-58731025