• DocumentCode
    3456657
  • Title

    Co-ordinate rotation based low complexity 2D FastICA algorithm and architecture

  • Author

    Acharyya, Amit ; Maharatna, Koushik ; Al-Hashimi, B.M.

  • Author_Institution
    Pervasive Syst. Centre, Univ. of Southampton, Southampton, UK
  • fYear
    2010
  • fDate
    21-23 June 2010
  • Firstpage
    60
  • Lastpage
    64
  • Abstract
    This paper introduces the concept of co-ordinate rotation into the conventional FastICA algorithm and proposes a low complexity 2D FastICA and presents its corresponding architecture. Conventional FastICA uses a preprocessing step involving classical Eigen Value Decomposition problem which, in hardware, is widely solved using Co-ordinate Rotation Digital Computer (CORDIC) technique. The proposed co-ordinate rotation based 2D FastICA algorithm opens up the opportunity to reuse the same CORDIC unit used for the preprocessing step and thus is capable of reducing the hardware complexity of the conventional FastICA algorithm. Along with the formulation and functionality validation of the proposed algorithm, a detailed hardware complexity analysis is also presented in this paper and compared with the already reported architectures.
  • Keywords
    blind source separation; digital arithmetic; eigenvalues and eigenfunctions; independent component analysis; singular value decomposition; 2D fast ICA algorithm; CORDIC technique; coordinate rotation digital computer; eigen value decomposition; Algorithm design and analysis; Computer architecture; Covariance matrix; Energy consumption; Fixed-point arithmetic; Hardware; Independent component analysis; Iterative algorithms; Signal processing algorithms; Source separation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Green Circuits and Systems (ICGCS), 2010 International Conference on
  • Conference_Location
    Shanghai
  • Print_ISBN
    978-1-4244-6876-8
  • Electronic_ISBN
    978-1-4244-6877-5
  • Type

    conf

  • DOI
    10.1109/ICGCS.2010.5543095
  • Filename
    5543095