一种基于变步长偏秩算法的自适应信道均衡方法

Sayed A. Hadei, P. Azmi
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引用次数: 8

摘要

最近引入了一个框架,在这个框架中,大量的经典和现代自适应滤波算法可以被视为特殊情况。可变步长(VSS)归一化最小均方(VSSNLMS)和VSS仿射投影算法(VSSAPA)是两个特殊的自适应算法的例子,可以由该通用自适应滤波器覆盖。本文在通用VSS自适应滤波器的基础上,提出了一种新的VSS偏秩(VSSPR)自适应算法,并用于信道均衡。与标准NLMS和最近引入的AP算法相比,该算法在抑制噪声和符号间干扰(ISI)方面表现良好。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Novel Adaptive Channel Equalization Method Using Variable Step Size Partial Rank Algorithm
Recently a framework has been introduced within which a large number of classical and modern adaptive filter algorithms can be viewed as special cases. Variable Step-Size (VSS) normalized least mean square (VSSNLMS) and VSS Affine Projection Algorithms (VSSAPA) are two particular examples of the adaptive algorithms that can be covered by this generic adaptive filter. In this paper, we introduce a new VSS Partial Rank (VSSPR) adaptive algorithm based on the generic VSS adaptive filter and use it for channel equalization. The proposed algorithm performs very well in attenuating noise and inter-symbol interference (ISI) in comparison with the standard NLMS and the recently introduced AP algorithms.
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