Title :
Direct sequential evaluation of Hermite-Gaussian-like eigenvectors of the DFT matrix
Author :
Hanna, Magdy Tawfik
Author_Institution :
Dept. of Eng. Math. & Phys., Fayoum Univ., Fayoum, Egypt
Abstract :
The generation of orthonormal eigenvectors of a unitary matrix exemplified by the DFT matrix that are close to approximate desired eigenvectors - such as those formed by samples of the Hermite Gaussian functions - is formulated as a c. The unitarity of the matrix implies the orthogonality of its eigenspaces pertaining to its distinct eigenvalues and consequently orthonormal basis are sought for each eigenspace separately. The method advocated here is based on solving a series of constrained minimization problems where in each stage one eigenvector is generated by minimizing the squared Euclidian norm of the error between that vector and its approximate counterpart subject to the constraints that this eigenvector is orthogonal to the previously evaluated ones.
Keywords :
Gaussian processes; discrete Fourier transforms; eigenvalues and eigenfunctions; matrix algebra; DFT matrix; Euclidian norm; Hermite-Gaussian-like eigenvectors; direct sequential evaluation; eigenspace; eigenvalues; orthonormal eigenvectors; Constraint optimization; Discrete Fourier transforms; Eigenvalues and eigenfunctions; Fourier transforms; Mathematics; Minimization methods; Physics; DFT matrix; Gram-Schmidt algorithm (GSA); discrete fractional Fourier transform; orthonormal eigenvectors;
Conference_Titel :
Circuits and Systems, 2009. ISCAS 2009. IEEE International Symposium on
Conference_Location :
Taipei
Print_ISBN :
978-1-4244-3827-3
Electronic_ISBN :
978-1-4244-3828-0
DOI :
10.1109/ISCAS.2009.5117798