• DocumentCode
    2493041
  • Title

    Blind Source Separation in nonminimum-phase systems based on filter decomposition

  • Author

    Kheradmand, Amin ; Sheikhzadeh, Hamid ; Raahemifar, Kamraan ; Ghanavati, Ebrahim

  • Author_Institution
    Dept. of Electr. Eng., Amirkabir Univ. of Technol., Tehran, Iran
  • fYear
    2010
  • fDate
    15-18 Dec. 2010
  • Firstpage
    332
  • Lastpage
    337
  • Abstract
    This paper focuses on the causality problem in the task of Blind Source Separation (BSS) of speech signals in nonminimum-phase mixing channels. We propose a new algorithm for solving this problem using filter decomposition approach. Our proposed algorithm uses an integrated cost function in which independence criterion is defined in frequency-domain. The parameters of demixing system are derived in time-domain, so the algorithm has the benefits of both time and frequency-domain approaches. Compared to the previous work in this framework, our proposed algorithm is the extension of filter decomposition idea in multi-channel blind deconvolution to the problem of blind source separation of speech signals. The proposed method is capable of dealing with both minimum-phase and nonminimum-phase mixing situations. Simulation results show considerable improvement in separating speech signals specially when the mixing system is nonminimum-phase.
  • Keywords
    blind source separation; deconvolution; filtering theory; speech processing; time-frequency analysis; wireless channels; blind source separation; filter decomposition; frequency-domain; multi-channel blind deconvolution; nonminimum-phase mixing channel; speech signals; time-domain; Biological system modeling; Variable speed drives; Blind Source Separation; Filter decomposition; ICA; Nonminimum-phase mixing systems;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal Processing and Information Technology (ISSPIT), 2010 IEEE International Symposium on
  • Conference_Location
    Luxor
  • Print_ISBN
    978-1-4244-9992-2
  • Type

    conf

  • DOI
    10.1109/ISSPIT.2010.5711804
  • Filename
    5711804