期刊文献+

基于人工神经网络的癫痫棘波检测方法 被引量:3

A Method of Epileptic Spike Detection Based on Artificial Neural Network
下载PDF
导出
摘要 脑电癫痫特征波的自动提取对于患者的诊断具有重要的意义。提出一种时频分析与Jensen函数相结合的方法进行棘波检测,然后提取出棘波的波形特征,并通过人工神经网络进行进一步的判决,从而降低棘波检测的误检率。在对真实的癫痫脑电信号(EEG)的仿真实验中,该方法取得了较好的结果。 The automatic spike detection in EEG is significant in diagnosing neural diseases. This paper proposed a new method which combined time-frequency analysis and Jensen function to detect spike automatically. The characteristics of the detected spikes were extracted with an artificial neural network(ANN) to make further judgement to reduce the false detection ratio. Applying the method to real epileptic EEG, expected results were obtained.
出处 《中国生物医学工程学报》 CAS CSCD 北大核心 2006年第4期421-425,429,共6页 Chinese Journal of Biomedical Engineering
基金 国家自然科学基金资助项目(30170259 30570475) 辽宁省科学技术基金资助项目(2001101057)
关键词 脑电信号 时频分析 人工神经网络 棘波检测 EEG time-frequency analysis artificial neural network spike detection
  • 相关文献

参考文献8

  • 1谭郁玲.临床脑电与脑电地形图学[M].北京:人民卫生出版社,1998,11—103. 被引量:1
  • 2Boashash B, Mesbah M. A time-frequency approach for newborn seizure detection[J]. IEEE of EMBS magazine ,2001,20(5) :54- 64. 被引量:1
  • 3Cohen L. Time-frequency distribution-a review[J]. Proceedings of the IEEE, 1989,77(7) :941 - 981. 被引量:1
  • 4Williams WJ, Tzuhsien S. Adaptive RID kernels which minimize time-frequency uncertainty[J]. Proceedings of the IEEE, 1994, SP-10:96 - 99. 被引量:1
  • 5宦飞,王志中,郑崇勋.基于时频分析检测EEG中癫痫样棘/尖波的方法[J].生物物理学报,2000,16(3):539-546. 被引量:6
  • 6Hassanpour H, Williams W. Time-frequency extraction of EEG spike events for seizure detection in neonate[J]. International Symposium on Signal Processing and its Applications 2001, August 246- 249. 被引量:1
  • 7Webber WRS, Lesser RP, Richardson RT, et al. An approach to seizure detection using an artificial neural network (ANN)[J].Electroencephalography and Clinical Neurophysiology, 1996,98(4):250. 被引量:1
  • 8Kalayci T, Ozdamar O. Wavelet preprocessing for automated neural network detection of EEG spikes[J]. IEEE Engineering in Medicine and Biology, 1995, March/April : 160 - 166. 被引量:1

二级参考文献2

  • 1Qu H,Electroencephalography Clinical Neurophysiology,1993年,86卷,79页 被引量:1
  • 2Liu A,Electroencephalography Clinical Neurophysiology,1992年,82卷,30页 被引量:1

共引文献5

同被引文献20

引证文献3

二级引证文献11

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