• DocumentCode
    1208902
  • Title

    A Spatio–Temporal Speech Enhancement Technique Based on Generalized Eigenvalue Decomposition

  • Author

    Gupta, Malay ; Douglas, Scott C.

  • Author_Institution
    Dept. of Electr. Eng., Southern Methodist Univ. (SMU), Dallas, TX
  • Volume
    17
  • Issue
    4
  • fYear
    2009
  • fDate
    5/1/2009 12:00:00 AM
  • Firstpage
    830
  • Lastpage
    839
  • Abstract
    We present a new spatio-temporal algorithm for speech enhancement using microphone arrays. Our technique uses an iterative method for computing the generalized eigenvectors of the multichannel data as measured from the microphone array. Coefficient adaptation is performed using the spatio-temporal correlation coefficient sequences of the observed data. The technique avoids large matrix-vector multiplications and has lower computational resource requirements as compared to competing methods. The technique also does not require a calibrated microphone array and is applicable to a wide variety of noise types, including stationary correlated noise and nonstationary speech-like (e.g., babble) background noise. Application of the method to microphone array data in various environmental settings indicate that the procedure can achieve significant gains in signal-to-interference ratios (SIRs) even in low SIR environments, without introducing musical tone artifacts in the enhanced speech.
  • Keywords
    eigenvalues and eigenfunctions; matrix algebra; microphone arrays; spatiotemporal phenomena; speech enhancement; background noise; coefficient adaptation; generalized eigenvalue decomposition; lower computational resource requirement; matrix-vector multiplication; microphone arrays; multichannel data; musical tone artifact; signal-to-interference ratio; spatio-temporal correlation coefficient sequences; spatio-temporal speech enhancement technique; stationary correlated noise; Acoustic noise; Adaptive arrays; Background noise; Eigenvalues and eigenfunctions; Microphone arrays; Signal processing; Speech enhancement; Speech processing; Telephony; Working environment noise; Acoustic arrays; adaptive arrays; decorrelation; eigenvalues and eigenfunctions; speech enhancement;
  • fLanguage
    English
  • Journal_Title
    Audio, Speech, and Language Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1558-7916
  • Type

    jour

  • DOI
    10.1109/TASL.2008.2012327
  • Filename
    4806287