Title :
Information-theoretic performance of quadrature mirror filters
Author :
Divakaran, Ajay ; Pearlman, William A.
Author_Institution :
Iterated Syst. Inc., Atlanta, GA, USA
fDate :
11/1/1995 12:00:00 AM
Abstract :
Most existing quadrature mirror filters (QMFs) closely match the derived closed-form expression for an efficient class of QMFs. We use the closed-form expressions to derive the relationship between information-theoretic loss and the frequency selectivity of the QMF, by calculating first-order entropy as well as rate-distortion theoretic performance of a two band QMF system. We find that practical QMFs do not suffer a significant information-theoretic loss with first-order autoregressive Gaussian sources. With second-order autoregressive sources we find that practical QMFs suffer a notable information-theoretic loss when the bandwidth of the source is extremely narrow, but incur a small loss when the bandwidth is wider. We suggest that our results broadly apply to higher order autoregressive sources as well
Keywords :
Gaussian processes; autoregressive processes; entropy; filtering theory; quadrature mirror filters; rate distortion theory; QMF; closed-form expression; first-order autoregressive Gaussian sources; first-order entropy; frequency selectivity; higher order autoregressive sources; information theoretic loss; information theoretic performance; quadrature mirror filters; rate distortion theoretic performance; second-order autoregressive sources; source bandwidth; Bandwidth; Closed-form solution; Entropy; Filtering theory; Finite impulse response filter; Frequency; Matched filters; Mirrors; Performance loss; Rate-distortion;
Journal_Title :
Information Theory, IEEE Transactions on