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The fast affine projection (FAP) algorithm is a relatively new type of adaptive filter which is reported to have complexity comparable with the least mean square (LMS) algorithm but with performance matching that of recursive least squares (RLS) techniques. This paper compares the error performance of the FAP and LMS algorithms when applied to the task of acoustic echo cancellation using both real and simulated data. The results confirm that the convergence of the FAP algorithm is faster than that of LMS but that care must be taken with respect to the stability of the FAP algorithm which can diverge with certain types of input signal or with unsuitable update parameters.
Author (s): Reed, M. J.;
Hawksford, Malcolm J.;
Hollier, M. P.;
Affiliation:
Centre for Audio Research and Engineering, University of Essex, Colchester, Essex, UK ; BT Laboratories, Martlesham Heath, Ipswich, UK
(See document for exact affiliation information.)
AES Convention: 105
Paper Number:4765
Publication Date:
1998-09-06
Session subject:
Digital Signal Processing for Audio
DOI:
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Reed, M. J.; Hawksford, Malcolm J.; Hollier, M. P.; 1998; Error and Convergence Properties of the Fast Affine Projection and Least Mean Square Echo Cancellation Algorithms [PDF]; Centre for Audio Research and Engineering, University of Essex, Colchester, Essex, UK ; BT Laboratories, Martlesham Heath, Ipswich, UK; Paper 4765; Available from: https://aes.org/publications/elibrary-page/?id=8415
Reed, M. J.; Hawksford, Malcolm J.; Hollier, M. P.; Error and Convergence Properties of the Fast Affine Projection and Least Mean Square Echo Cancellation Algorithms [PDF]; Centre for Audio Research and Engineering, University of Essex, Colchester, Essex, UK ; BT Laboratories, Martlesham Heath, Ipswich, UK; Paper 4765; 1998 Available: https://aes.org/publications/elibrary-page/?id=8415
@inproceedings{Reed1998error,
title={{Error and Convergence Properties of the Fast Affine Projection and Least Mean Square Echo Cancellation Algorithms}},
author={Reed, M. J. and Hawksford, Malcolm J. and Hollier, M. P.},
year={1998},
month={sep},
booktitle={Journal of the Audio Engineering Society},
publisher={Paper 4765; AES Convention 105; September 1998},
number={4765},
organization={AES},
}
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