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首页> 外文期刊>Signal Processing Letters, IEEE >An RLS-Based Lattice-Form Complex Adaptive Notch Filter
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An RLS-Based Lattice-Form Complex Adaptive Notch Filter

机译:基于RLS的格形复自适应陷波滤波器

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摘要

This letter presents a new lattice-form complex adaptive IIR notch filter to estimate and track the frequency of a complex sinusoid signal. The IIR filter is a cascade of a direct-form all-pole prefilter and an adaptive lattice-form all-zero filter. A complex domain exponentially weighted recursive least square algorithm is adopted instead of the widely used least mean square algorithm to increase the convergence rate. The convergence property of this algorithm is investigated, and an expression for the steady-state asymptotic bias is derived. Analysis results indicate that the frequency estimate for a single complex sinusoid is unbiased. Simulation results demonstrate that the proposed method achieves faster convergence and better tracking performance than all traditional algorithms.
机译:这封信提出了一种新的晶格形式的复杂自适应IIR陷波滤波器,用于估计和跟踪复杂正弦信号的频率。 IIR滤波器是直接形式的全极点前置滤波器和自适应点阵形式的全零滤波器的级联。采用复杂域指数加权递归最小二乘算法代替广泛使用的最小均方算法以提高收敛速度。研究了该算法的收敛性,推导了稳态渐近偏差的表达式。分析结果表明,单个复正弦波的频率估计是无偏的。仿真结果表明,与所有传统算法相比,该方法具有更快的收敛速度和更好的跟踪性能。

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