Optimal FIR pre- and postfilters for decimation and interpolation of random signals

A technique for the design of finite-impulse-response (FIR) filters for decimation and interpolation in multirate systems is introduced. FIR prefilters and postfilters that jointly minimize a frequency-weighted mean-square error between the original and reconstructed signals can be designed. There is no need for ideal filter prototypes: the optimal pre-postfilter pair is determined from the signal and noise spectra and the up-sampling and down-sampling factors. Some examples of image and speech processing show that the mean square optimal filter pair leads to typical SNR improvements of 2-6 dB, in comparison to other commonly used filters. >

[1]  F. Gustavson,et al.  Fast algorithms for rational Hermite approximation and solution of Toeplitz systems , 1979 .

[2]  Åke Björck,et al.  Numerical Methods , 1995, Handbook of Marine Craft Hydrodynamics and Motion Control.

[3]  Thomas W. Parks,et al.  New results in the design of digital interpolators" ieee trans , 1975 .

[4]  G. Ungerboeck,et al.  Optimum FIR Transmitter and Receiver Filters for Data Transmission Over Band-Limited Channels , 1982, IEEE Trans. Commun..

[5]  Peter No,et al.  Digital Coding of Waveforms , 1986 .

[6]  Steven Kay Some results in linear interpolation theory , 1983 .

[7]  John Newland Ratzel The discrete representation of spatially continuous images , 1980 .

[8]  Ronald W. Schafer,et al.  Digital Processing of Speech Signals , 1978 .

[9]  T. Abatzoglou,et al.  Minimization by coordinate descent , 1982 .

[10]  Robert J. Marks,et al.  IEEE TRANSACTIONS ON ACOUSTICS , SPEECH , AND SIGNAL PROCESSING , 2002 .

[11]  Rajendra Kumar,et al.  A fast algorithm for solving a Toeplitz system of equations , 1983, IEEE Trans. Acoust. Speech Signal Process..

[12]  R. Keys Cubic convolution interpolation for digital image processing , 1981 .

[13]  R. Hummel Sampling for Spline Reconstruction , 1983 .

[14]  Andreas Polydoros,et al.  Digital interpolation of stochastic signals , 1979 .

[15]  Dimitri P. Bertsekas,et al.  Constrained Optimization and Lagrange Multiplier Methods , 1982 .

[16]  William A. Gardner,et al.  Characterization of cyclostationary random signal processes , 1975, IEEE Trans. Inf. Theory.

[17]  George Carayannis,et al.  Efficient determination of FIR Wiener filters with linear phase , 1982 .

[18]  Richard E. Blahut,et al.  Fast Algorithms for Digital Signal Processing , 1985 .