• DocumentCode
    109011
  • Title

    Performance of the SDW-MWF With Randomly Located Microphones in a Reverberant Enclosure

  • Author

    Markovich-Golan, Shmulik ; Gannot, Sharon ; Cohen, Israel

  • Author_Institution
    Fac. of Eng., Bar-Ilan Univ., Ramat-Gan, Israel
  • Volume
    21
  • Issue
    7
  • fYear
    2013
  • fDate
    Jul-13
  • Firstpage
    1513
  • Lastpage
    1523
  • Abstract
    Beamforming with wireless acoustic sensor networks (WASNs) has recently drawn the attention of the research community. As the number of microphones grows it is difficult, and in some applications impossible, to determine their layout beforehand. A common practice in analyzing the expected performance is to utilize statistical considerations. In the current contribution, we consider applying the speech distortion weighted multi-channel Wiener filter (SDW-MWF) to enhance a desired source propagating in a reverberant enclosure where the microphones are randomly located with a uniform distribution. Two noise fields are considered, namely, multiple coherent interference signals and a diffuse sound field. Utilizing the statistics of the acoustic transfer function (ATF), we derive a statistical model for two important criteria of the beamformer (BF): the signal to interference ratio (SIR), and the white noise gain. Moreover, we propose reliability functions, which determine the probability of the SIR and white noise gain to exceed a predefined level. We verify the proposed model with an extensive simulative study.
  • Keywords
    Wiener filters; acoustic transducers; array signal processing; interference (signal); microphone arrays; signal sources; speech enhancement; statistical analysis; statistical distributions; telecommunication network reliability; white noise; wireless sensor networks; ATF; BF; SDW-MWF; SIR; WASN; acoustic transfer function; beamforming; microphone; multiple coherent interference signal; probability; reliability; reverberant enclosure; signal to interference ratio; sound field diffusion; source propagation enhancement; speech distortion weighted multichannel Wiener filter; statistical model; uniform distribution; white noise gain; wireless acoustic sensor network; Optimal filtering; beamforming; performance bounds; room acoustics;
  • fLanguage
    English
  • Journal_Title
    Audio, Speech, and Language Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1558-7916
  • Type

    jour

  • DOI
    10.1109/TASL.2013.2255280
  • Filename
    6488743