Title :
Multistage multirate adaptive filters
Author :
Williamson, Geoffrey A. ; Dasgupta, Soura ; Fu, Minyue
Author_Institution :
Dept. of Electr. & Comput. Eng., Illinois Inst. of Technol., Chicago, IL, USA
Abstract :
A procedure for the adaptation of multistage multirate filters is developed in the context of a system identification perspective. The system to be identified is the cascade of a multistage decimator followed by a multistage interpolator. For this structure, an identifiability condition is established which is sufficient to guarantee that the stagewise systems may be uniquely determined from input-output data in the ideal, exact model order case. An algorithm is then described that achieves exponential convergence of the system parameter estimates to their desired values given satisfaction of these identifiability conditions
Keywords :
adaptive estimation; adaptive filters; cascade networks; convergence of numerical methods; digital filters; interpolation; parameter estimation; adaptation; cascade; exponential convergence; ideal exact model order case; identifiability condition; input-output data; multistage decimator; multistage interpolator; multistage multirate adaptive filters; stagewise systems; system identification; system parameter estimates; Adaptive filters; Australia; Cities and towns; Convergence; Design optimization; Filter bank; Filtering; Finite impulse response filter; Parameter estimation; System identification;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1996. ICASSP-96. Conference Proceedings., 1996 IEEE International Conference on
Conference_Location :
Atlanta, GA
Print_ISBN :
0-7803-3192-3
DOI :
10.1109/ICASSP.1996.544092