DocumentCode
705892
Title
A stochastic model for a new robust NLMS algorithm
Author
Rey Vega, Leonardo ; Rey, Hernan ; Benesty, Jacob ; Tressens, Sara
Author_Institution
Fac. de Ing., Univ. de Buenos Aires, Buenos Aires, Argentina
fYear
2007
fDate
3-7 Sept. 2007
Firstpage
375
Lastpage
379
Abstract
We present a stochastic model for a new recently proposed robust NLMS algorithm. Under very standard and reasonable assumptions we show that the algorithm converges to the true unknown system in a mean square sense. With the aggregate of more restrictive, but standard, assumptions we can build a model for the transient behavior of the algorithm. The model can take into account the presence of impulsive noise. Finally we also present simulations results which show the excellent agreement with the model.
Keywords
adaptive filters; impulse noise; mean square error methods; NLMS algorithm; impulsive noise; normalized mean square algorithm; Adaptation models; Mathematical model; Noise; Robustness; Signal processing algorithms; Steady-state; Transient analysis;
fLanguage
English
Publisher
ieee
Conference_Titel
Signal Processing Conference, 2007 15th European
Conference_Location
Poznan
Print_ISBN
978-839-2134-04-6
Type
conf
Filename
7098828
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