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Direct frequency estimation based adaptive algorithm for a second-order adaptive FIR notch filter

机译:基于直接频率估计的二阶自适应FIR陷波滤波器自适应算法

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摘要

This work deals with the problem of the frequency estimation of a sinusoidal signal corrupted by broad-band noise. The direct frequency estimation based adaptive algorithm for a second-order adaptive finite impulse response (FIR) notch filter (AFNF) is thus proposed. The proposed algorithm employs the bias removal technique to remove the bias existing in the estimated parameter. The performances including the rate of convergence and the mean square error (MSE) can be easily controlled by using only one parameter, i.e., step size parameter. Moreover, the proposed filter is simple to implement and suitable for real-time applications. In addition, the difference equations for the convergence in the mean and mean square, and the closed form expressions for the steady-state estimation bias and MSE are also carried out. Finally, the simulation results are provided to confirm the theoretical analysis.
机译:这项工作涉及被宽带噪声破坏的正弦信号的频率估计问题。因此,提出了一种基于直接频率估计的二阶自适应有限冲激响应陷波滤波器(AFNF)自适应算法。所提出的算法采用偏差消除技术来消除估计参数中存在的偏差。通过仅使用一个参数,即步长参数,可以容易地控制包括收敛速率和均方误差(MSE)在内的性能。而且,所提出的滤波器易于实现并且适合于实时应用。此外,还进行了均方和均方收敛的差分方程,以及稳态估计偏差和MSE的闭式表达式。最后,提供了仿真结果以证实理论分析。

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