• DocumentCode
    1910146
  • Title

    Discrete Cosine Wavelet Packet Transform and Its Application in Compressed Sensing for Speech Signal

  • Author

    Changqing Zhang ; Yanpu Chen ; Wei Tan

  • Author_Institution
    Electron. & Inf. Lab., Xi´an Commun. Inst., Xi´an, China
  • fYear
    2012
  • fDate
    14-16 Dec. 2012
  • Firstpage
    144
  • Lastpage
    148
  • Abstract
    This paper concerns the compressed sensing of speech signal. Discrete cosine wavelet packet transform (DCWPT) is proposed for speech signal based on the properties of discrete cosine transform (DCT) and wavelet packet transform (WPT). Coefficients of DCWPT can be obtained by WPT from the DCT coefficients, and speech signals are sparser in DCWPT domain than in DCT domain. In order to apply this newly efficient transform into the compressed sensing for speech signal successfully, the sparse decomposition matrix of DCWPT is constructed at first. The orthogonal matching pursuit reconstruction algorithm has also be optimized according to the sparse decomposition matrix and psycho-acoustics, and a new framework of the compressed sensing for speech signal based on DCWPT is established. The conclusion that the new method is better than the traditional DCT method is made from experiment by subjective and objective indicators.
  • Keywords
    compressed sensing; discrete cosine transforms; discrete wavelet transforms; signal reconstruction; sparse matrices; speech coding; DCT coefficients; DCWPT domain; discrete cosine wavelet packet transform; objective indicators; orthogonal matching pursuit reconstruction algorithm; psychoacoustics; sparse decomposition matrix; speech signal compressed sensing; subjective indicators; discrete cosine wavelet packet transform; sensing; sparse representation; speech signal;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information Science and Engineering (ISISE), 2012 International Symposium on
  • Conference_Location
    Shanghai
  • ISSN
    2160-1283
  • Print_ISBN
    978-1-4673-5680-0
  • Type

    conf

  • DOI
    10.1109/ISISE.2012.39
  • Filename
    6495315