Title :
Subband MMSE bounds for filterbank adaptation in system modeling non-uniform subband adaptive filters
Author :
Griesbach, Jacob D. ; Lightner, Michael ; Etter, Delores M.
Author_Institution :
Dept. of Electr. & Comput. Eng., Colorado Univ., Boulder, CO, USA
Abstract :
Minimum mean square error estimators have been developed for non-uniform subband adaptive filters (SAF) in system modeling configurations. The next step towards practical implementation of non-uniform SAF involves developing an adaptive algorithm to control the non-uniform filterbank´s bandwidths and decimation factors. This paper constructs such an algorithm using subband minimum mean square error (MMSE) bounds to suggest decimation factors. A numerical simulation shows that a non-uniform SAF can achieve lower MSE with lower complexity than an equivalent uniform SAF
Keywords :
adaptive control; adaptive filters; adaptive signal processing; computational complexity; convergence of numerical methods; least mean squares methods; numerical analysis; MMSE bounds; adaptive control; bandwidth; complexity; decimation factors; filterbank adaptation; minimum mean square error estimators; non-uniform subband adaptive filters; numerical simulation; system modeling; Adaptive algorithm; Adaptive filters; Bandwidth; Convergence; Filter bank; Finite impulse response filter; Jacobian matrices; Mean square error methods; Modeling; Numerical simulation;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2001. Proceedings. (ICASSP '01). 2001 IEEE International Conference on
Conference_Location :
Salt Lake City, UT
Print_ISBN :
0-7803-7041-4
DOI :
10.1109/ICASSP.2001.940648