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
Link To Document