TY - GEN
T1 - Epileptic seizure detection in grouped multi-channel EEG signal using ICA and wavelet transform
AU - Chang, Han Yen
AU - Yang, Sheng Chih
AU - Lan, Sheng Hsing
AU - Chung, Pau Choo
PY - 2010
Y1 - 2010
N2 - In this paper, we propose a new scheme which combines two algorithms to detect epileptic seizure in the grouped multi-channel EEG signals. For the proposed scheme, a recent technique, Independent Component Analysis (ICA), is first adapted to separate blind sources and extract feature from grouped EEG signals. Then, Wavelet transform is followed for multi resolution and multi-level analysis on those primary signals extracted by ICA. Finally, a threshold method based on wavelet transform again is applied to detect the epileptic seizure. A series of experiments using different method combination are conducted and the experimental results show that the proposed method has a superior quality.
AB - In this paper, we propose a new scheme which combines two algorithms to detect epileptic seizure in the grouped multi-channel EEG signals. For the proposed scheme, a recent technique, Independent Component Analysis (ICA), is first adapted to separate blind sources and extract feature from grouped EEG signals. Then, Wavelet transform is followed for multi resolution and multi-level analysis on those primary signals extracted by ICA. Finally, a threshold method based on wavelet transform again is applied to detect the epileptic seizure. A series of experiments using different method combination are conducted and the experimental results show that the proposed method has a superior quality.
UR - https://www.scopus.com/pages/publications/77956000238
UR - https://www.scopus.com/pages/publications/77956000238#tab=citedBy
U2 - 10.1109/ISCAS.2010.5537262
DO - 10.1109/ISCAS.2010.5537262
M3 - Conference contribution
AN - SCOPUS:77956000238
SN - 9781424453085
T3 - ISCAS 2010 - 2010 IEEE International Symposium on Circuits and Systems: Nano-Bio Circuit Fabrics and Systems
SP - 1388
EP - 1391
BT - ISCAS 2010 - 2010 IEEE International Symposium on Circuits and Systems
T2 - 2010 IEEE International Symposium on Circuits and Systems: Nano-Bio Circuit Fabrics and Systems, ISCAS 2010
Y2 - 30 May 2010 through 2 June 2010
ER -