Abstract-We present an application of the general idea of preconditioning in the context of Gabor frames. While most (iterative) algorithms aim at a more or less costly exact numerical calculation of the inverse Gabor frame matrix, we propose here the use of "cheap methods" to find an approximation for it, based on (double) preconditioning. We thereby obtain good approximations of the true dual Gabor atom at low computational costs. Since the Gabor frame matrix commutes with certain timefrequency shifts it is natural to make use of diagonal and circulant preconditioners sharing this property. Part of the efficiency of the proposed scheme results from the fact that all the matrices involved share a well-known block matrix structure. At least, for the smooth Gabor atoms typically used, the combination of these two preconditioners leads consistently to good results. These claims are supported by numerical experiments in the second part of the paper. For numerical evaluations we introduce two new matrix norms, which can be calculated efficiently by exploiting the structure of the frame matrix.Index Terms-Block matrices; efficient algorithm; Gabor frame matrices; approximated dual windows; time-frequency analysis; matrix norms; discrete transforms; matrix inversion; EDICS : DSP-WAVL Wavelets theory and applications; DSP-FAST Fast algorithms for digital signal processing
We deduce a simple representation and the invariant factor decompositions of the subgroups of the group Z m × Z n , where m and n are arbitrary positive integers. We obtain formulas for the total number of subgroups and the number of subgroups of a given order.
For OFDM transmission over rapidly varying channels, intercarrier interference (ICI) constitutes a major source of performance degradation. We propose a low-complexity ICI equalization technique that uses the iterative LSQR algorithm for regularized inversion of a triple-band approximation to the frequency-domain channel matrix. The LSQR algorithm achieves regularization of the (typically ill-conditioned) channel inversion via early termination of the iteration process, and thus yields good results at low complexity. We also consider pulse shaping as a means of reducing the bandwidth of the matrix approximation. Simulation results demonstrate the excellent performance of the proposed ICI equalizer even for strongly dispersive and rapidly varying channels, as well as the potential of pulse shaping for reducing the "ICI bandwidth."
scite is a Brooklyn-based organization that helps researchers better discover and understand research articles through Smart Citations–citations that display the context of the citation and describe whether the article provides supporting or contrasting evidence. scite is used by students and researchers from around the world and is funded in part by the National Science Foundation and the National Institute on Drug Abuse of the National Institutes of Health.