Title :
Characterization of a cascade LMS predictor
Author :
Huang, D.Y. ; Su, X. ; Nallanathan, A.
Author_Institution :
Multimedia Signal Process. Lab., Inst. for Infocomm Res., Singapore, Singapore
Abstract :
An FIR cascade structure for adaptive linear prediction is studied in which each stage FIR filter is independently adapted using an LMS algorithm. Theoretical analysis shows that the cascade performs a linear prediction in a way of successive refinement and each stage tries to obliterate the dominant mode of its input. Experimental results show that the performance of the cascade LMS predictor are in good agreement with our theoretical analysis.
Keywords :
FIR filters; filtering theory; least mean squares methods; prediction theory; FIR cascade structure; FIR filter; LMS algorithm; adaptive linear prediction; audio coding; cascade LMS predictor; linear prediction; speech coding; video coding; Adaptive signal processing; Convergence; Finite impulse response filter; Laboratories; Least squares approximation; Performance analysis; Signal analysis; Signal processing algorithms; Speech coding; Video coding;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2005. Proceedings. (ICASSP '05). IEEE International Conference on
Print_ISBN :
0-7803-8874-7
DOI :
10.1109/ICASSP.2005.1415674