ORTHOGONALIZATION OF CIRCULAR STATIONARY VECTOR SEQUENCES AND ITS APPLICATION TO THE GABOR DECOMPOSITION

Citation
N. Polyak et al., ORTHOGONALIZATION OF CIRCULAR STATIONARY VECTOR SEQUENCES AND ITS APPLICATION TO THE GABOR DECOMPOSITION, IEEE transactions on signal processing, 43(8), 1995, pp. 1778-1789
Citations number
17
Categorie Soggetti
Engineering, Eletrical & Electronic
ISSN journal
1053587X
Volume
43
Issue
8
Year of publication
1995
Pages
1778 - 1789
Database
ISI
SICI code
1053-587X(1995)43:8<1778:OOCSVS>2.0.ZU;2-Z
Abstract
Certain vector sequences in Hermitian or in Hilbert spaces, can be ort hogonalized by a Fourier transform, In the finite-dimensional case, th e discrete Fourier transform (DFT) accomplishes the orthogonalization. The property of a vector sequence which allows the orthogonalization of the sequence by the DFT, called circular stationarity (CS), is disc ussed in this paper. Applying the DFT to a given CS vector sequence re sults in an orthogonal vector sequence, which has the same span as the original one, In order to obtain coefficients of the decomposition of a vector upon a particular nonorthogonal CS vector sequence, the deco mposition is first found upon the equivalent DFT-orthogonalized one an d then the required coefficients are found through the DFT, It is show n that the sequence of discrete Gabor basis functions with periodic ke rnel and with a certain inner product on the space of N-periodic discr ete functions, satisfies the CS condition, The theory of decomposition upon CS vector sequences is then applied to the Gabor basis functions to produce a fast algorithm for calculation of the Gabor coefficients .