OPTIMAL VARIABLE STEP SIZE FOR THE LMS NEWTON ALGORITHM WITH APPLICATION TO SUBBAND ADAPTIVE FILTERING

被引:17
|
作者
DINIZ, PSR
BISCAINHO, LWP
机构
[1] Programa de Eneenharia Elétrica, COPPE/EE/Federal University of Rio de Janeiro, 21945 Rio de Janeiro, RJ
关键词
D O I
10.1109/78.165673
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
An efficient approach for the computation of the optimum convergence factor for the LMS/Newton algorithm applied to a transversal FIR structure is proposed. The approach leads to a variable step size algorithm that results in a dramatic reduction in convergence time. The algorithm is evaluated in system identification applications where two alternative implementations of the adaptive filter are considered: the conventional transversal FIR realization and adaptive filtering in subbands.
引用
收藏
页码:2825 / 2829
页数:5
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