Title :
Iterative algorithm for the design of optimal FIR analysis/synthesis filters for overdecimated filter banks
Author :
Tkacenko, Andre ; Vaidyanathan, P.P.
Author_Institution :
Dept. of Electr. Eng., California Inst. of Technol., Pasadena, CA, USA
Abstract :
Recently, much attention has been given to the design of signal-adapted filter banks, in which the filter banks are designed to optimize a particular objective function, i.e. coding gain or a multiresolution criterion, for a particular class of input signals. If we restrict the analysis/synthesis filters to satisfy an orthonormality or biorthogonality condition, but put no restrictions on filter orders, then often times it is known how to choose the filters optimally for the objectives mentioned above. However, such filters are often unrealizable infinite order filters. In this paper, we consider the design of optimal analysis/synthesis filters in which the only restriction is that they must be finite impulse response (FIR) filters. We focus here on minimizing the mean squared reconstruction error for overdecimated filter banks. An iterative method to alternately design the analysis and synthesis banks is presented in which the error is monotonic nonincreasing for each iteration. Simulation results provided show the merit of the proposed algorithm.
Keywords :
FIR filters; channel bank filters; iterative methods; mean square error methods; minimisation; FIR analysis-synthesis filters; analysis filter bank design; biorthogonality; coding gain; filter order restrictions; filter restriction; finite impulse response filters; infinite order filters; input signal; iterative algorithm; mean squared reconstruction error minimization; monotonic error nonincrease; multiresolution criterion; objective function optimization; optimal design; orthonormality; overdecimated filter banks; signal-adapted filter banks; synthesis filter bank design; Algorithm design and analysis; Design methodology; Design optimization; Filter bank; Finite impulse response filter; Iterative algorithms; Iterative methods; Signal design; Signal resolution; Signal synthesis;
Conference_Titel :
Circuits and Systems, 2004. ISCAS '04. Proceedings of the 2004 International Symposium on
Print_ISBN :
0-7803-8251-X
DOI :
10.1109/ISCAS.2004.1328749