• DocumentCode
    1721073
  • Title

    Spatial Maximum a Posteriori Post-Filtering for Arbitrary Beamforming

  • Author

    Wolff, Tobias ; Buck, Markus

  • Author_Institution
    Harman/Becker Automotive Syst., Acoust. Signal Process. Res., Ulm
  • fYear
    2008
  • Firstpage
    53
  • Lastpage
    56
  • Abstract
    We present a new approach for residual transient noise suppression at the output of an arbitrary beamformer. A spatial optimum estimate for the instantaneous a posteriori SNR is derived on the basis of the output signals of a blocking matrix. The optimization problem is formulated in the logarithmic domain and statistical models for the obtained quantities are given. Based on these models the optimization problem is solved in the maximum a posteriori sense. It is shown that the performance of speech recognition systems in non-stationary noise scenarios is improved considerably compared to the performance achieved with a Wiener filter applied to the beamformer output.
  • Keywords
    Wiener filters; array signal processing; interference suppression; maximum likelihood estimation; microphone arrays; optimisation; speech recognition; Wiener filter; arbitrary beamforming; array signal processing; microphone array; nonstationary noise scenario; optimization problem; residual transient noise suppression; spatial maximum a posteriori post-filtering; spatial optimum estimate; speech recognition system; statistical model; Acoustic noise; Array signal processing; Attenuation; Filter bank; Microphones; Noise reduction; Signal processing algorithms; Signal to noise ratio; Speech enhancement; Wiener filter; Array signal processing; Beamforming; MAP estimation; Post-Filter;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Hands-Free Speech Communication and Microphone Arrays, 2008. HSCMA 2008
  • Conference_Location
    Trento
  • Print_ISBN
    978-1-4244-2337-8
  • Electronic_ISBN
    978-1-4244-2338-5
  • Type

    conf

  • DOI
    10.1109/HSCMA.2008.4538686
  • Filename
    4538686