频域块lms Volterra自适应滤波器的收敛特性

M.E. Wilhoyte, T. Ogunfunmi
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引用次数: 0

摘要

仅给出摘要形式,如下。研究了有约束频域块LMS (CFBLMS)算法和无约束频域块LMS (UFBLMS)算法在截断Volterra系统上的收敛性。如前所述,UFBLMS算法对线性系统的稳定范围是CFBLMS算法的1/2。这项工作验证了UFBLMS算法和CFBLMS算法之间的这种关系对于截断的Volterra系统也是有效的。本文进一步通过仿真结果表明,在步长自适应的情况下,UFBLMS算法的性能与CFBLMS算法相当。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Convergence properties of the frequency domain block-LMS Volterra adaptive filter
Summary form only given, as follows. This paper investigates the convergence properties of the constrained frequency-domain block LMS (CFBLMS) algorithm and the unconstrained frequency-domain block LMS (UFBLMS) algorithm when applied to truncated Volterra systems. As shown by previous work, the range of stability for the UFBLMS algorithm for linear systems is 1/2 of that with the CFBLMS algorithm. This work verifies that this relationship between the UFBLMS algorithm and the CFBLMS algorithm is valid for truncated Volterra systems as well. This paper further shows through simulation results that the performance of the UFBLMS algorithm is comparable to the CFBLMS algorithm if the step size is adaptive.
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