DocumentCode :
2128227
Title :
A fast instrumental variable affine projection algorithm
Author :
Maouche, Karim ; Slock, D.T.M.
Author_Institution :
Dept. of Mobile Commun., Inst. Eurecom, Sophia Antipolis, France
Volume :
3
fYear :
1998
fDate :
12-15 May 1998
Firstpage :
1481
Abstract :
We derive a new adaptive filtering algorithm called the instrumental variable affine projection (IVAP) algorithm and give its fast version (FIVAP algorithm). The IVAP algorithm departs from the AP algorithm and uses an IV. The IV process is generated in a way such that the new algorithm combines between the AP and the fast Newton transversal filter (FNTF) algorithms. Simulations show that the IVAP algorithm is more robust to noise than the AP algorithm. With the IV, the sample covariance matrix loses its Hermitian property and its displacement structure is different from the one of the AP algorithm. Consequently, the derivation of a fast version is done by deriving the IV sliding window covariance fast transversal filter (IV SWC FTF) algorithm. Using this and other ingredients, we derive the FIVAP algorithm whose computational complexity is nearly the same as the FAP algorithm
Keywords :
Newton method; adaptive filters; adaptive signal processing; computational complexity; covariance matrices; filtering theory; least squares approximations; recursive estimation; signal sampling; AP algorithm; FIVAP algorithm; FNTF algorithm; Hermitian property; IV sliding window; IVAP algorithm; RLS algorithm; adaptive filtering algorithm; computational complexity; covariance fast transversal filter; displacement structure; fast Newton transversal filter; fast instrumental variable affine projection algorithm; noise robustness; sample covariance matrix; simulations; Adaptive filters; Computational complexity; Covariance matrix; Filtering algorithms; Instruments; Least squares approximation; Noise robustness; Projection algorithms; Resonance light scattering; Transversal filters;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech and Signal Processing, 1998. Proceedings of the 1998 IEEE International Conference on
Conference_Location :
Seattle, WA
ISSN :
1520-6149
Print_ISBN :
0-7803-4428-6
Type :
conf
DOI :
10.1109/ICASSP.1998.681729
Filename :
681729
Link To Document :
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