• DocumentCode
    3078060
  • Title

    Gradient flow convolutive blind source separation

  • Author

    Pedersen, M.S. ; Nielsen, Chlinton Møller

  • Author_Institution
    Informatics & Math. Modelling, Tech. Univ. Denmark, Lyngby
  • fYear
    2004
  • fDate
    Sept. 29 2004-Oct. 1 2004
  • Firstpage
    335
  • Lastpage
    344
  • Abstract
    Experiments have shown that the performance of instantaneous gradient flow beamforming by Cauwenberghs et al. is reduced significantly in reverberant conditions. By expanding the gradient flow principle to convolutive mixtures, separation in a reverberant environment is possible. By use of a circular four-microphone array with a radius of 5 mm, and applying convolutive gradient flow instead of just applying instantaneous gradient flow, experimental results show an improvement of up to around 14 dB can be achieved for simulated impulse responses and up to around 10 dB for a hearing aid application with real impulse responses
  • Keywords
    blind source separation; convolution; gradient methods; transient response; circular four-microphone array; convolutive blind source separation; convolutive mixtures; gradient flow; hearing aid application; real impulse responses; reverberant conditions; simulated impulse responses; Array signal processing; Auditory system; Blind source separation; Delay; Electronic mail; Informatics; Mathematical model; Microphone arrays; Source separation; Technological innovation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Machine Learning for Signal Processing, 2004. Proceedings of the 2004 14th IEEE Signal Processing Society Workshop
  • Conference_Location
    Sao Luis
  • ISSN
    1551-2541
  • Print_ISBN
    0-7803-8608-4
  • Type

    conf

  • DOI
    10.1109/MLSP.2004.1422991
  • Filename
    1422991