• DocumentCode
    3151609
  • Title

    Complex non-orthogonal joint diagonalization with successive givens and hyperbolic rotations

  • Author

    Gong, Xiao-Feng ; Wang, Ke ; Lin, Qiu-Hua

  • Author_Institution
    Fac. of Electron. Inf. & Electr. Eng., Dalian Univ. of Technol., Dalian, China
  • fYear
    2012
  • fDate
    25-30 March 2012
  • Firstpage
    1889
  • Lastpage
    1892
  • Abstract
    Complex blind source separation (BSS) received growing interests in many practical applications in the past decades, and non-orthogonal joint diagonalization (JD) of a set of complex matrices plays an instrumental role in solving these problems. In this paper, we propose a new complex non-orthogonal JD algorithm. This algorithm successively finds the optimal Givens and hyperbolic rotation matrices that constitute the elementary rotation matrix in each iteration in an alternating manner. It does not require the target matrices to be Hermitian, and thus could be well adapted to BSS problems that involve fourth-order cumulant slices or time-lagged covariance matrices. Simulations are provided to compare the proposed algorithm with other JD algorithms.
  • Keywords
    Hermitian matrices; blind source separation; iterative methods; BSS; Hermitian matrices; complex blind source separation; complex nonorthogonal JD algorithm; complex nonorthogonal joint diagonalization; fourth-order cumulant slices; hyperbolic rotation; hyperbolic rotation matrices; iteration; successive given; Blind source separation; Covariance matrix; Jacobian matrices; Joints; Signal processing algorithms; Signal to noise ratio; Blind source separation; Complex non-orthogonal joint diagonalization; Givens; Hyperbolic;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech and Signal Processing (ICASSP), 2012 IEEE International Conference on
  • Conference_Location
    Kyoto
  • ISSN
    1520-6149
  • Print_ISBN
    978-1-4673-0045-2
  • Electronic_ISBN
    1520-6149
  • Type

    conf

  • DOI
    10.1109/ICASSP.2012.6288272
  • Filename
    6288272