Title :
Discrete Gabor structures and optimal representations
Author :
Qiu, Sigang ; Feichtinger, Hans G.
Author_Institution :
Dept. of Math., Connecticut Univ., Storrs, CT, USA
fDate :
10/1/1995 12:00:00 AM
Abstract :
The idea of Gabor´s (1946) signal expansion is to represent a signal in terms of a discrete set of time-shifted and frequency modulated signals that are localized in the time-frequency (or phase) space. We present detailed descriptions of the block and banded structures for the Gabor matrices. Based on the explicit descriptions of the sparsity of such matrices, we can establish the sparse form of the Gabor matrix and obtain the dual Gabor atom (mother wavelet), the inverse of the Gabor frame operator, and carry out the discrete finite Gabor transform in a very efficient way. Some explicit sufficient and also necessary conditions are derived for a Gabor atom g to generate a Gabor frame with respect to a TF-lattice (a, b)
Keywords :
matrix algebra; matrix inversion; optimisation; signal representation; time-frequency analysis; transforms; wavelet transforms; Gabor matrices; Gabor matrix; banded structures; block structures; discrete Gabor structures; discrete finite Gabor transform; dual Gabor atom; frequency modulated signals; inverse Gabor frame operator; mother wavelet; necessary conditions; optimal representations; signal representation; sparse matrix; sufficient conditions; time-frequency space; time-shifted signals; Discrete transforms; Fourier transforms; Frequency; Gaussian processes; Helium; Lattices; Mathematics; Phase modulation; Sampling methods; Sparse matrices;
Journal_Title :
Signal Processing, IEEE Transactions on