期刊文献+

诱发电位单次提取技术的研究进展 被引量:4

Progress in Single-trial Extraction of Evoked Potential
原文传递
导出
摘要 由于诱发电位信号的信噪比很小,因此诱发电位的稳健提取一直是脑电信号处理领域的难题之一。本文分别从时域、变换域和空域三方面综述了诱发电位的单次提取技术,具体方法有自适应滤波、小波分析、主成分分析、独立分量分析等。 The robust extracting of evoked potential (EP) has become a vexed question in the process of electroencephalogram owing to the faint signal-to-noise ratio of EP. This paper presents the single trial of EP in time, transform and space field. Several methods such as adaptive filter, wavelet transform, principal component analysis (PCA) and independent component analysis (ICA) have been applied to the process of EP.
出处 《生物医学工程学杂志》 EI CAS CSCD 北大核心 2009年第5期1158-1161,共4页 Journal of Biomedical Engineering
基金 北京师范大学认知神经科学与学习国家重点实验室开放课题资助 北京师范大学应用实验心理北京市重点实验室开放研究基金课题资助 江苏省青蓝工程资助
关键词 诱发电位 单次提取 小波变换 主成分分析 独立分量分析 Evoked potential (EP) Single trial Wavelet transform Principal component analysis (PCA) Independent component analysis (ICA)
  • 相关文献

参考文献14

  • 1KIANOUSH N, AHMAD R S, Mohammad P F. Application of higher order statistics to surface electromyogram signal classification[J]. IEEE Transactions on Biomedical Engineering,2007,54(10) :1762-1769.
  • 2TZYY P J,SCOTT M,MARISSA W,et al. Analysis and visualization of single-trial event-related potentials[J]. Human Brain Mapping ,2001,14 : 166-185.
  • 3ARNOLD N,TAPIOS S. Estimation of parameters and eigenmodes of multivariate autoregressive models[J]. ACM Transactions on Mathematical Software,2001,27(1) :27-57.
  • 4YAN W,MATTHEWT S, et al. Single-trial classification of ERPs using second-order blind identification (SOBI)[C]. Proceedings of 2004 International Conference on Machine Learning and Cybernetics, 2004,7 : 4246-4251.
  • 5SEYEDEHMINA A M,LAMPROS S S, et al. Wavelet filtering of the P300 component in event-related potentials[C]. Proceedings of the 28th IEEE, EMBS Annual International Conference,New York City,USA,2006,28:1719-1722.
  • 6FATOURECHIL M,MASON S G, BIRCHL G E, et al. A wavelet-based approach for the extraction of event related potentials from EEG[C]. IEEE International Conference on Acoustics, Speech, and Signal Processing, Montreal, Canada, 2004,2 : 737-740.
  • 7DARIO F, MARIE-FRANCOISE L, CHRISTIAN D. Optimized wavelets for blind separation of nonstationary surface myoelectric signals[J]. IEEE Transactions on Biomedical Engineering, 2008,55 (1) : 78-86.
  • 8BERNAT E M,WILLIAMS W J,GEHRING W J. Decomposing ERP time-frequency energy using PCA[J]. Clinical Neurophysiology, 2005,116 : 1314-1334.
  • 9熊新兵,陈亚光.诱发电位提取的子空间和小波去噪复合方法[J].中国组织工程研究与临床康复,2007,11(13):2430-2433. 被引量:2
  • 10TING K H,FUNG P C W, CHANG C Q, et al. Automatic correction of artifact from single-trial event-related potentials by blind source separation using second order statistics only [J]. Medical Engineering &Physics, 2006,28 : 780-794.

二级参考文献19

共引文献1

同被引文献28

  • 1丁学君,邱天爽.α稳定分布噪声下诱发电位潜伏期变化的自适应检测方法及研究进展[J].生物医学工程学杂志,2006,23(3):660-664. 被引量:1
  • 2Qiu Wei,Chang Chunqi,Liu Wenqing,et al.Real-time datareusing adaptive learning of a radial basis function network for tracking evoked potentials[J].IEEE Transactions on Biomedical Engineering,2006,53(2):226-227.
  • 3Aapo H,Erkki O.Independent component analysis:algorithms and applications[J].Neural Networks,2000,13(4-5):411-430.
  • 4Bartnik EA,Blinowska KJ,Durka PJ.Single evoked potential reconstruction by means of wavelet transform[J].Biological Cybemetics,1992,67:175-181.
  • 5Quiroga R,Garcia H.Single-trial event-related potentials with wavelet denoising[J].Clin Neurophysiol,2003,114:376-390.
  • 6Wang Zhisong,Alexander M,David A,et al.Single-trial evoked potential estimation using wavelets[J].Computers in Biology and Medicine,2007,37(4):463-473.
  • 7Yu Xiaohu,He Zhenya,Zhang Yisheng.Time-varying adaptive filters for evoked potential estimation[J].IEEE Transactions on Biomedical Engineering,1994,41(11):1062-1071.
  • 8潘映辅.临床诱发电位学(第二版)[M].北京:人民卫生出版社,2000.
  • 9Kavch M.A new method for the estimation of average evoked responses[J].IEEE Trans on System,Man and Cybernetics,1978,8(5):414-417.
  • 10Stefanos DG,Perttu OR,Mika PT,et al.Single-trial dynamical estimation of event-related potentials:A kalman filter-based approach[J].IEEE Transactions on Biomedical Engineering,2005,52(8):1397-1406.

引证文献4

二级引证文献21

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