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文章基本信息

  • 标题:On-Line Arithmetic Based Reprogrammable Hardware Implementation of LVQ Neural Network for Alertness Classification
  • 作者:Mohamed Boubaker ; Khaled Ben Khalifa ; Bernard Girau
  • 期刊名称:International Journal of Computer Science and Network Security
  • 印刷版ISSN:1738-7906
  • 出版年度:2008
  • 卷号:8
  • 期号:3
  • 页码:260-266
  • 出版社:International Journal of Computer Science and Network Security
  • 摘要:The current study presents the hard implementation of a learning Vector Quantization (LVQ) neural network. Starting from the spectral EEG analysis, we suggest an LVQ serial on-line architecture implementation on a Field programmable Gate Array (FPGA) circuit. Our concern was mainly to get a light, easy-to-wear system for the classification of vigilance levels in humans using EEG signals. The results of these classified states by LVQ mode are presented in this paper. Furthermore, the highly-satisfactory performances of our implementation in terms of area speed and delay are described.
  • 关键词:LVQ neural network; on-line arithmetics; FPGA; EEG and vigilance
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