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噪声中阻尼实值正弦信号的参数估计。

Parameter estimation for a damped real-valued sinusoid in noise.

作者信息

Xu Haitao, Zhou Shengxi, Yan Bo

机构信息

Research and Development Institute in Shenzhen, Northwestern Polytechnical University, Shenzhen 518057, People's Republic of China.

Faculty of Mechanical Engineering and Automation, Zhejiang Sci-Tech University, Hangzhou 310018, People's Republic of China.

出版信息

Rev Sci Instrum. 2021 Aug 1;92(8):085103. doi: 10.1063/5.0049885.

Abstract

In this paper, a three-point interpolation algorithm based on the discrete Fourier transform (DFT) is presented for a damped real-valued sinusoid, and the algorithm considers comprehensively the contribution of negative frequency to the parameter estimation (including that of the frequency and the damping factor). The proposed algorithm uses the DFT spectral bin with the maximum amplitude and two other arbitrary ones within the main lobe of the spectrum of the rectangular window to remove the negative-frequency interference completely. First, the effect of changed length of samples on the performance of the proposed algorithm is investigated, and the influence of the zero-padding technique and the selection of two arbitrary spectral bins on the ratio of the mean-square error (MSE) to the Crámer-Rao lower bound are also analyzed by simulations. Second, the MSEs of the estimated parameters are calculated to evaluate the performances of the proposed algorithm and state-of-the-art DFT-based algorithms in the literature. Third, the computational complexities of the proposed and comparative algorithms are analyzed. The results confirm the effectiveness of the proposed algorithm.

摘要

本文针对衰减实值正弦信号,提出了一种基于离散傅里叶变换(DFT)的三点插值算法,该算法全面考虑了负频率对参数估计(包括频率和阻尼因子的估计)的贡献。所提算法利用矩形窗频谱主瓣内幅度最大的DFT谱线以及另外两条任意谱线,完全消除负频率干扰。首先,研究了样本长度变化对所提算法性能的影响,并通过仿真分析了补零技术以及两条任意谱线的选择对均方误差(MSE)与克拉美 - 罗下界之比的影响。其次,计算估计参数的MSE,以评估所提算法和文献中基于DFT的现有算法的性能。第三,分析了所提算法和对比算法的计算复杂度。结果证实了所提算法的有效性。

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