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A normalized robust mixed-norm adaptive algorithm for system identification

delete2004-01-01
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PRE
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P
Papoulis, EV *
S
Stathaki, T
DOI:10.1109/LSP.2003.819353delete
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摘要

摘要

En 中文
A normalized robust mixed-norm (NRMN) algorithm for system identification in the presence of impulsive noise is introduced. The standard robust mixed-norm (RMN) algorithm exhibits slow convergence, requires a stationary operating environment, and employs a constant step-size that needs to be determined a priori. To overcome. these limitations the proposed NRMN algorithm introduces a time-varying learning rate and, thus, no longer requires a stationary environment, a major drawback of the RMN algorithm. The proposed NRMN exhibits increased convergence rate and substantially reduces the steady-state coefficient error, as compared to the least mean square (LMS), normalized LMS (NLMS), least absoluted deviation (LAD), and RMN algorithm.
Keyword:
adaptive filtering
impulsive noise
mixed-norm adaptive filtering
normalized step-size
system identification
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期刊

IEEE Signal Processing Magazine 封面图
IEEE Signal Processing Magazine
IF:
9.6
论文数:
1.1W
被引数:
1.7W

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