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 :
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