• DocumentCode
    2424679
  • Title

    Microphone array speech enhancement system combining ICA preprocessing in highly noisy environments

  • Author

    Li, Wanlong ; Liu, Ju ; Du, Jun ; Bai, Shuzhong

  • Author_Institution
    Sch. of Inf. Sci. & Eng., Shandong Univ., Jinan
  • fYear
    2008
  • fDate
    7-9 July 2008
  • Firstpage
    649
  • Lastpage
    652
  • Abstract
    In environments of strong background noise and reverberations, enhancement performance of classic microphone array enhancement systems is still not enough. Since ICA (independent component analysis) can separate independent sources only from observations, in this paper ICA is applied to highly noisy sensor signals to obtain cleaner speech signals, which are taken as inputs to the following microphone array enhancement systems. Experiments on real data show that the procedure of ICA preprocessing is effective in suppressing ambient noise, and dramatically improving the quality of input signals. Performance of microphone array speech enhancement system combining ICA preprocessing is greatly promoted.
  • Keywords
    independent component analysis; speech processing; ICA preprocessing; highly noisy environments; highly noisy sensor signals; independent component analysis; microphone array enhancement systems; microphone array speech enhancement system; reverberations; speech signals; strong background noise; Background noise; Data preprocessing; Independent component analysis; Microphone arrays; Reverberation; Sensor arrays; Sensor systems; Speech analysis; Speech enhancement; Working environment noise;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Audio, Language and Image Processing, 2008. ICALIP 2008. International Conference on
  • Conference_Location
    Shanghai
  • Print_ISBN
    978-1-4244-1723-0
  • Electronic_ISBN
    978-1-4244-1724-7
  • Type

    conf

  • DOI
    10.1109/ICALIP.2008.4590105
  • Filename
    4590105