• DocumentCode
    1783890
  • Title

    The revised direct batch evaluation algorithm of optimal eigenvectors of the DFT matrix using the notion of Moore-Penrose matrix pseudoinverse

  • Author

    Hanna, Magdy Tawfik

  • Author_Institution
    Dept. of Eng. Math. & Phys., Fayoum Univ., Fayoum, Egypt
  • fYear
    2014
  • fDate
    21-23 May 2014
  • Firstpage
    433
  • Lastpage
    436
  • Abstract
    The problem of batch generation of orthonormal Hermite-Gaussian-like eigenvectors separately for each eigenspace of the DFT matrix F is reconsidered. The singular value decomposition (SVD) technique is applied to a matrix whose columns are nonorthogonal eigenvectors lying in one eigenspace. Moreover this key matrix is allowed to be rank-deficient which necessitates the adoption of the notion of matrix pseudoinverse in order to find optimal orthonormal basis of that eigenspace. The contributed Revised Direct Batch Evaluation by constrained Optimization Algorithm using the notion of matrix Pseudoinverse (RDBEOAP) has been shown to give reasonable results for large values of the order N of matrix F - where the key matrix becomes rank deficient - compared to a similar technique (RDBEOA) based on the assumption that the key matrix has full rank.
  • Keywords
    Gaussian processes; eigenvalues and eigenfunctions; matrix algebra; singular value decomposition; DFT matrix; Moore-Penrose matrix pseudoinverse; RDBEOA; SVD technique; batch generation; matrix pseudoinverse; matrix pseudoinverse notion; nonorthogonal eigenvectors; optimal eigenvectors; optimal orthonormal basis; orthonormal Hermite-Gaussian-like eigenvectors; revised direct batch evaluation algorithm; revised direct batch evaluation by constrained optimization algorithm; singular value decomposition; Discrete Fourier transforms; Eigenvalues and eigenfunctions; Equations; Matrix decomposition; Optimization; Singular value decomposition; DFT matrix; Hermite-Gaussian-like (HGL) eigenvectors; Moore-Penrose matrix pseudoinverse; singular value decomposition (SVD);
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Communications, Control and Signal Processing (ISCCSP), 2014 6th International Symposium on
  • Conference_Location
    Athens
  • Type

    conf

  • DOI
    10.1109/ISCCSP.2014.6877906
  • Filename
    6877906