...
首页> 外文期刊>Metrology and Measurement Systems: Metrologia i Systemy Pomiarowe >Accurate Frequency Estimation Based On Three-Parameter Sine-Fitting With Three FFT Samples
【24h】

Accurate Frequency Estimation Based On Three-Parameter Sine-Fitting With Three FFT Samples

机译:基于具有三个FFT采样的三参数正弦拟合的精确频率估计

获取原文
           

摘要

This paper presents a simple DFT-based golden section searching algorithm (DGSSA) for the single tone frequency estimation. Because of truncation and discreteness in signal samples, Fast Fourier Transform (FFT) and Discrete Fourier Transform (DFT) are inevitable to cause the spectrum leakage and fence effect which lead to a low estimation accuracy. This method can improve the estimation accuracy under conditions of a low signal-to-noise ratio (SNR) and a low resolution. This method firstly uses three FFT samples to determine the frequency searching scope, then a€“ besides the frequency a€“ the estimated values of amplitude, phase and dc component are obtained by minimizing the least square (LS) fitting error of three-parameter sine fitting. By setting reasonable stop conditions or the number of iterations, the accurate frequency estimation can be realized. The accuracy of this method, when applied to observed single-tone sinusoid samples corrupted by white Gaussian noise, is investigated by different methods with respect to the unbiased Cramer-Rao Low Bound (CRLB). The simulation results show that the root mean square error (RMSE) of the frequency estimation curve is consistent with the tendency of CRLB as SNR increases, even in the case of a small number of samples. The average RMSE of the frequency estimation is less than 1.5 times the CRLB with SNR = 20 dB and N = 512.
机译:本文提出了一种简单的基于DFT的黄金分割搜索算法(DGSSA),用于单音频率估计。由于信号样本中的截断和离散性,不可避免地会发生快速傅立叶变换(FFT)和离散傅立叶变换(DFT),从而导致频谱泄漏和围栏效应,从而导致估计精度低。该方法可以在低信噪比(SNR)和低分辨率的条件下提高估计精度。该方法首先使用三个FFT样本来确定频率搜索范围,然后除频率a之外,通过最小化三参数的最小二乘(LS)拟合误差来获得幅度,相位和直流分量的估计值。正弦拟合。通过设置合理的停止条件或迭代次数,可以实现准确的频率估算。当将该方法应用于观察到的由高斯白噪声破坏的单音正弦采样时,对于无偏Cramer-Rao低界(CRLB),将通过不同的方法来研究该方法的准确性。仿真结果表明,即使在少量样本的情况下,频率估计曲线的均方根误差(RMSE)也与SNR随CRLB的变化趋势一致。 SNR = 20 dB和N = 512时,频率估算的平均RMSE小于CRLB的1.5倍。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号