Title :
Intelligent learning algorithms for adaptive digital filters
Author :
Tang, C.K.K. ; Mars, P.
Author_Institution :
Sch. of Eng. & Appl. Sci., Durham Univ., UK
Abstract :
It is wellknown that gradient search fails in adaptive IIR filters, since their mean-square error surfaces may be multi-modal. In the letter a new approach based on learning algorithms is shown to be capable of performing global optimisation. The new algorithms are suitable for both adaptive FIR and IIR filters.
Keywords :
adaptive filters; digital filters; FIR; IIR; adaptive digital filters; global optimisation; learning algorithms; mean-square error surfaces;
Journal_Title :
Electronics Letters
DOI :
10.1049/el:19891051