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
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