Performance analysis of normalized update algorithm for adaptive digital notch filter

S. Nishimura, A. Okutani, J.K. Kim, K. Hirano
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引用次数: 2

Abstract

Methods of analyzing the convergence and steady-state characteristics of an adaptive notch filter whose coefficient is estimated by a normalized gradient algorithm are presented. The adaptive detection of a sinusoid with white Gaussian noise is investigated. An expression for the necessary iterations of convergence is derived. The basic idea is the integration of the inverse of the average step size for the coefficient update algorithm. Closed-form expressions for the steady-state mean square error of the variable coefficient are obtained. The results of computer simulations are presented to substantiate the analysis
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自适应数字陷波滤波器归一化更新算法的性能分析
给出了一种用归一化梯度算法估计系数的自适应陷波滤波器的收敛性和稳态特性分析方法。研究了含高斯白噪声的正弦波的自适应检测。导出了收敛的必要迭代表达式。其基本思想是对系数更新算法的平均步长逆积分。得到了变系数稳态均方误差的封闭表达式。计算机模拟的结果证实了分析的正确性
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