• DocumentCode
    252323
  • Title

    Design of hardware efficient modulated filter bank for EEG signals feature extraction

  • Author

    Chen, Jiajia ; Weiao Ding ; Juan Zhou

  • Author_Institution
    Singapore Univ. of Technol. & Design, Singapore, Singapore
  • fYear
    2014
  • fDate
    3-6 Aug. 2014
  • Firstpage
    793
  • Lastpage
    796
  • Abstract
    In this paper, we propose a new efficient design algorithm to synthesize low complexity FIR filters, which has been applied to EEG signals feature extraction filter bank. A prudently defined bit-level frequency response sensitivity function is designed as a measure for the proposed coefficients quantization decision making. The coefficients are synthesized to meet the specifications while addressing the complexity reduction by maximizing common subexpressions sharing with the aid of instant checking and updating of common subepxressions statistics. By this new iterative algorithm, the filter coefficients are quantized into optimal patterns which are favorable for the circuit implementation with significantly reduced area cost. The effectiveness of the proposed design algorithm is demonstrated using two design examples where the proposed design solution saves about 82.6% and 48.5% of hardware complexity over the baseline implementation and other competing methods.
  • Keywords
    FIR filters; channel bank filters; decision making; electroencephalography; feature extraction; iterative methods; medical signal processing; EEG signal feature extraction; baseline implementation; bit-level frequency response sensitivity function; common subepxressions statistics; complexity reduction; filter coefficients; hardware complexity; hardware efficient modulated filter bank design; iterative algorithm; low complexity FIR filters; optimal patterns; quantization decision making coefficients; Algorithm design and analysis; Electroencephalography; Filter banks; Filtering algorithms; Finite impulse response filters; Sensitivity;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Circuits and Systems (MWSCAS), 2014 IEEE 57th International Midwest Symposium on
  • Conference_Location
    College Station, TX
  • ISSN
    1548-3746
  • Print_ISBN
    978-1-4799-4134-6
  • Type

    conf

  • DOI
    10.1109/MWSCAS.2014.6908534
  • Filename
    6908534