• DocumentCode
    1954540
  • Title

    An Improved Method for Speech Enhancement Based on Ridgelet Transform

  • Author

    Verma, A.R. ; Singh, R.K. ; Kumar, Ajit

  • Author_Institution
    PDPM Indian Inst. of Inf. Technol. Design & Manuf. Jabalpur, Jabalpur, India
  • fYear
    2013
  • fDate
    29-31 Jan. 2013
  • Firstpage
    280
  • Lastpage
    285
  • Abstract
    In this paper, a speech enhancement technique proposed by Soon and Koh is examined and improved by exploiting different window functions for pre-processing of speech signals. In this method, instead of using two-dimensional (2-D) discrete Fourier Transform (DFT), Ridgelet transform is employed with different window through spectral magnitude subtraction method. A comparative study of performance of different window functions such as Hanning, Hamming, Blackman, Cosh and Exponential windows and other transforms such as discrete Fourier transform (DFT), discrete cosine transform (DCT), discrete wavelet transform (DWT), Ridgelet transform (RT) has been made in terms of signal to noise (SNR) ratio, maximum error (ME), and mean square error (MSE). When compared, Cosh window and Ridgelet transform (RT) gives the best performance than all other known window functions and other transforms.
  • Keywords
    discrete Fourier transforms; discrete cosine transforms; discrete wavelet transforms; mean square error methods; spectral analysis; speech enhancement; Blackman window; Cosh window; DCT; DFT; DWT; Hamming window; Hanning window; ME; MSE; RT; Ridgelet transform; SNR ratio; discrete Fourier transform; discrete cosine transform; discrete wavelet transform; exponential window; maximum error; mean square error; signal-to-noise ratio; spectral magnitude subtraction method; speech enhancement method; speech signal preprocessing; window functions; Noise measurement; Signal to noise ratio; Speech; Speech enhancement; Transforms; Blackman; Cosh; Exponetial; Hamming; Hanning; Ridgelet;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Systems Modelling & Simulation (ISMS), 2013 4th International Conference on
  • Conference_Location
    Bangkok
  • ISSN
    2166-0662
  • Print_ISBN
    978-1-4673-5653-4
  • Type

    conf

  • DOI
    10.1109/ISMS.2013.132
  • Filename
    6498280