• DocumentCode
    2080086
  • Title

    Speech extraction method based on multiple reference signals ICA algorithm

  • Author

    Wang, Qingyun ; Zong, Hui ; Zhao, Liye

  • Author_Institution
    Sch. of Commun. Eng., Nanjing Inst. of Technol., Nanjing, China
  • fYear
    2011
  • fDate
    16-18 Dec. 2011
  • Firstpage
    2262
  • Lastpage
    2265
  • Abstract
    In order to improve the signal noise ratio (SNR) and signal interference ratio (SIR) of the output speech signal and extract pure target speech in the environment with strong noises and interferences, a novel target speech extraction method based on multiple reference signals independent component analysis (ICA) algorithm is proposed in this paper. The reference signals are acquired by source localization, beamforming and wavelet translation algorithms. Then the target speech is estimated by FastICA algorithm based on the negative entropy combined with the reference signals. Simulations and experiments using microphone array signals demonstrated that background noises and interference speech were reduced and pure target speech waveform and spectrogram were recovered effectively. Compared to the traditional beamforming and ICA algorithms, the proposed method achieved better performance such as higher SNR and SIR.
  • Keywords
    array signal processing; entropy; independent component analysis; microphone arrays; signal denoising; signal detection; speech processing; wavelet transforms; beamforming; fastICA algorithm; independent component analysis algorithm; microphone array signal; multiple reference signal ICA algorithm; negative entropy; pure target speech waveform; signal interference ratio; signal noise ratio; source localization; speech extraction method; target speech extraction method; target speech spectrogram; wavelet translation algorithm; Algorithm design and analysis; Array signal processing; Arrays; Entropy; Interference; Spectrogram; Speech; beamforming; multiple reference signals ICA; target speech extraction; wavelet translation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Transportation, Mechanical, and Electrical Engineering (TMEE), 2011 International Conference on
  • Conference_Location
    Changchun
  • Print_ISBN
    978-1-4577-1700-0
  • Type

    conf

  • DOI
    10.1109/TMEE.2011.6199670
  • Filename
    6199670