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  • 标题:A four-stage localization method for epileptic seizure onset zones
  • 本地全文:下载
  • 作者:Ting Wan ; Min Wu ; Xuzhi Lai
  • 期刊名称:IFAC PapersOnLine
  • 印刷版ISSN:2405-8963
  • 出版年度:2017
  • 卷号:50
  • 期号:1
  • 页码:4412-4417
  • DOI:10.1016/j.ifacol.2017.08.915
  • 语种:English
  • 出版社:Elsevier
  • 摘要:AbstractThis paper presents a four-stage localization method for epileptic seizure onset zones (SOZs). This method combines the advantages of both the Shannon-entropy-based complex Morlet wavelet transform (SE-CMWT) and adaptive-genetic-algorithm-based matching pursuit (AGA-MP) methods to achieve satisfactory localization performance. The Hilbert transform method is used to identify events of interest. The SE-CMWT-based power spectral density method is applied to acquire channels of interest (CoIs). By using the Morlet wavelets as the dictionary elements, the AGA-MP method combined with Morlet wavelets is developed to detect high-frequency oscillations (HFOs) on CoIs with faster speed and higher accuracy than the AGA-MP method. And the characteristics of HFOs are used to localize SOZs based on the half-maximum method. A comparison shows that our method has higher sensitivity and specificity than four existing methods.
  • 关键词:KeywordsEpilepsySeizure onset zone (SOZ)High-frequency oscillation (HFO)Four-stage localization method
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