TY - GEN
T1 - Detection of epileptic seizures using chaotic and statistical features in the EMD domain
AU - Alam, S. M.Shafiul
AU - Bhuiyan, M. I.H.
PY - 2011
Y1 - 2011
N2 - An artificial neural network (ANN)-based method, using a combination of statistical and chaotic features, is proposed to discriminate electroencephalogram (EEG) signals for seizure detection. The EEG signals are subjected to empirical mode decomposition, generating intrinsic mode functions. Statistical and chaotic features such as skewness, kurtosis, variance, and largest Lyapunov exponent, correlation dimension and approximate entropy are extracted from these modes and fed to the ANN to classify the EEG signals. It is shown that the proposed method can achieve up to 100% accuracy as compared to several state-of-the-art techniques in discriminating the seizure signals from the non-seizure ones.
AB - An artificial neural network (ANN)-based method, using a combination of statistical and chaotic features, is proposed to discriminate electroencephalogram (EEG) signals for seizure detection. The EEG signals are subjected to empirical mode decomposition, generating intrinsic mode functions. Statistical and chaotic features such as skewness, kurtosis, variance, and largest Lyapunov exponent, correlation dimension and approximate entropy are extracted from these modes and fed to the ANN to classify the EEG signals. It is shown that the proposed method can achieve up to 100% accuracy as compared to several state-of-the-art techniques in discriminating the seizure signals from the non-seizure ones.
KW - Electro-encephalogram (EEG)
KW - chaotic analysis
KW - empirical mode decomposition (EMD)
KW - epileptic seizures
KW - statistical analysis
UR - https://www.scopus.com/pages/publications/84857227883
U2 - 10.1109/INDCON.2011.6139341
DO - 10.1109/INDCON.2011.6139341
M3 - Conference contribution
AN - SCOPUS:84857227883
SN - 9781457711091
T3 - Proceedings - 2011 Annual IEEE India Conference: Engineering Sustainable Solutions, INDICON-2011
BT - Proceedings - 2011 Annual IEEE India Conference
T2 - 2011 Annual IEEE India Conference: Engineering Sustainable Solutions, INDICON-2011
Y2 - 16 December 2011 through 18 December 2011
ER -