Title :
Oversampled finite-discrete Gabor transforms
Author :
Redding, Nicholas J. ; Newsam, Garry N.
Author_Institution :
DSTO Inf. Technol. Div., Salisbury, SA, Australia
Abstract :
This paper considers the construction and fast computation of non-periodic discretizations of the Gabor transform. We first derive a reasonable finite version of the continuous transform by discretizing the integrals over regular in the time-frequency domain. We next apply the novel decomposition of the Gabor transform presented by Redding and Newsam (see Proceedings of the International Conference on Acoustics, Speech and Signal Processing III, p.5-8, 1994) to reduce the discrete system to a collection of independent overdetermined Toeplitz mosaic systems. For the special case of an integer oversampling ratio, appealing to new results on the generalized inverses of Toeplitz mosaic systems then establishes that the discrete oversampled transforms and their generalized inverses can be repeatedly computed in O(J log J) operations, after an initial setup cost of O(Jlog2 J) operations to appropriately factorize the inverse (J is the number of samples in the time-frequency domain). The paper thus generalizes the results of Zibulski and Zeevi (see IEEE Transactions on Signal Processing vol.42, p.942-945, 1994) on the fast computation of oversampled Gabor transforms and their inverses by removing the requirement for a periodic window function
Keywords :
inverse problems; signal sampling; time-frequency analysis; transforms; Gabor transform decomposition; continuous transform; generalized inverses; independent overdetermined Toeplitz mosaic systems; integer oversampling ratio; non-periodic discretizations; oversampled finite-discrete Gabor transforms; time-frequency domain; Australia; Costs; Discrete transforms; Fourier transforms; Image analysis; Information technology; Integral equations; Signal analysis; Signal synthesis; Time frequency analysis;
Conference_Titel :
Time-Frequency and Time-Scale Analysis, 1994., Proceedings of the IEEE-SP International Symposium on
Conference_Location :
Philadelphia, PA
Print_ISBN :
0-7803-2127-8
DOI :
10.1109/TFSA.1994.467240