DocumentCode :
134532
Title :
EEG sub-band spectral centroid frequencies extraction based on Hamming and equiripple filters: A comparative study
Author :
Ali, M.S.A.M. ; Taib, M.N. ; Tahir, Nooritawati Md ; Jahidin, A.H. ; Yassin, Mohamad
Author_Institution :
Fac. of Electr. Eng., Univ. Teknol. MARA Shah Alam, Shah Alam, Malaysia
fYear :
2014
fDate :
7-9 March 2014
Firstpage :
199
Lastpage :
203
Abstract :
The paper discusses on the effects of Hamming and equiripple filters in the extraction of EEG sub-band spectral centroid frequencies. A total of 40 healthy male subjects have participated in the study. EEG signal sub-bands were filtered using Hamming and equiripple filters with similar frequency response characteristics. It has been observed that the mean difference and variance is very small for all major EEG sub-bands. Implementation of Hamming filter however, induced 91% higher computational requirements as compared to that of the equiripple filters. Hence findings reveal that with similar frequency response characteristics, equiripple filters perform as the more efficient alternative for computation of spectral centroid frequencies.
Keywords :
electroencephalography; equiripple filters; medical signal processing; EEG; Hamming filters; equiripple filters; spectral centroid frequencies extraction; Electroencephalography; Filtering algorithms; Filtering theory; Finite impulse response filters; Frequency response; Information filters; EEG; Hamming filter; equiripple filter; spectral centroid;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signal Processing & its Applications (CSPA), 2014 IEEE 10th International Colloquium on
Conference_Location :
Kuala Lumpur
Print_ISBN :
978-1-4799-3090-6
Type :
conf
DOI :
10.1109/CSPA.2014.6805747
Filename :
6805747
Link To Document :
بازگشت