• 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