非平稳正弦信号参数估计的两阶段混合算法

Saakshi Awasthi, S. Nanda
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引用次数: 1

摘要

本文研究了被噪声破坏的时变正弦信号的幅值、相位和频率估计问题。频率估计采用线性预测方法,幅度和相位估计采用ADALINE方法。该算法采用两级算法,利用第一级的估计频率来估计第二级的幅值和相位。此外,迭代调整学习参数以加快收敛速度。基于该方法,推导出一种数值鲁棒、低复杂度的实数正弦波参数跟踪算法。仿真结果表明了该方法的良好性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A two stage hybrid algorithm for estimation of non-stationary sinusoidal signal parameter
In this paper we consider the problem of estimation of amplitude, phase and frequency of a time-varying sinusoidal signal corrupted by noise. The frequency is estimated using Linear Predictor Approach and amplitude, phase is estimated using ADALINE approach. It is a two stage algorithm, estimated frequency of first stage is used to estimate amplitude and phase in second stage. Moreover, the learning parameter is tuned iteratively for faster convergence. From the proposed method a numerically robust and low complexity algorithm is derived for tracking the parameters of real sinusoid. Simulation results illustrate the good performance of the proposed method.
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