DocumentCode
568050
Title
Research of Multi-mode Noise suppression based on variable step-size NLMS-Newton algorithm
Author
Dalabaev, Senbai ; Liao, Chang ; Muhammad, Ababekri ; Ahmetov, Bekturgan
Author_Institution
Sch. of Inf. Sci. & Eng., Xinjiang Univ., Urumqi, China
fYear
2012
fDate
23-27 July 2012
Firstpage
199
Lastpage
203
Abstract
In reality, there are Multi-mode Noise (as a whole, they are non-Gaussian noise), it causes serious damage and loss to the signals. Traditional LMS algorithm can not suppress the noise well, not only slowing down the convergence, but also occurring a big steady-state error and the offset amount. This paper combined with the advantages of LMS algorithm and the Newton algorithm, to propose the amendment of autocorrelation matrix and take variable step-size which changes by the SNR. Simulation results show that the proposed algorithm in this paper has greatly improved in convergence rate, steady state error and the offset amount. It also can well suppress multi-mode noise to take useful signal.
Keywords
Newton method; adaptive signal processing; intersymbol interference; least mean squares methods; matrix algebra; signal denoising; SNR; adaptive signal processing; autocorrelation matrix; intersymbol interference; multimode noise suppression; steady-state error; variable step-size NLMS-Newton algorithm; Adaptation models; Educational institutions; Least squares approximation; Training; LMS algorithm; autocorrelation matrix; multi-mode noise; noise suppression; variable step-size;
fLanguage
English
Publisher
ieee
Conference_Titel
Cross Strait Quad-Regional Radio Science and Wireless Technology Conference (CSQRWC), 2012
Conference_Location
New Taipei City
Print_ISBN
978-1-4673-1867-9
Type
conf
DOI
10.1109/CSQRWC.2012.6294991
Filename
6294991
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