• DocumentCode
    2851142
  • Title

    Variable step-size blind source separation algorithm based on orthogonal gradient

  • Author

    Dong, Yuhua ; Zhang, Junxing

  • Author_Institution
    Coll. of Inf. & Commun. Eng., Dalian Nat. Univ., Dalian, China
  • fYear
    2012
  • fDate
    24-27 June 2012
  • Firstpage
    304
  • Lastpage
    307
  • Abstract
    Combined with natural gradient algorithm and FASTICA method, orthogonal algorithm was proposed for blind source separation. the algorithm by using the natural gradient algorithm iterative form and independent component analysis orthogonalization process, realizes the separation matrix in orthogonal space search. At the same time, the design of a new variable step size algorithm, which makes the step size in the iterative process of adaptive regulation, to further improve the performance of the algorithm. The simulation results prove that, variable step orthogonal gradient algorithm and the natural gradient algorithm and FASTICA algorithm, has better convergence speed and convergence performance.
  • Keywords
    blind source separation; convergence; gradient methods; independent component analysis; matrix algebra; search problems; FASTICA method; adaptive regulation; convergence speed; fast fixed-point algorithm; independent component analysis orthogonalization process; natural gradient algorithm; natural gradient algorithm iterative form process; orthogonal space search; separation matrix; variable step orthogonal gradient algorithm; variable step-size blind source separation algorithm; Stability analysis; FASTICA; blind source separation; natural gradient algorithm; orthogonal gradient algorithm;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Electrical & Electronics Engineering (EEESYM), 2012 IEEE Symposium on
  • Conference_Location
    Kuala Lumpur
  • Print_ISBN
    978-1-4673-2363-5
  • Type

    conf

  • DOI
    10.1109/EEESym.2012.6258650
  • Filename
    6258650