偏置对内插DFT频率估计的影响分析。

IF 1.7 4区 工程技术 Q3 INSTRUMENTS & INSTRUMENTATION Review of Scientific Instruments Pub Date : 2025-02-01 DOI:10.1063/5.0242119
Daniel Belega, Dario Petri
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引用次数: 0

摘要

本文导出了由插值离散傅里叶变换算法返回的复值噪声正弦波频率估计器的总偏置的解析表达式。这种偏置是由于矩形加窗时算法的内禀逼近和宽带噪声的影响。分析了样本数量和信噪比对总体估计偏差与估计器标准差之比的影响。此外,利用推导出的表达式,提出了一种补偿算法固有逼近贡献的频率估计器,并将其精度与经典频率估计器进行了比较。
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Analysis of the bias affecting the interpolated DFT frequency estimator.

In this paper, an analytical expression for the overall bias of the complex-valued noisy sine wave frequency estimator returned by the interpolated discrete Fourier transform algorithm is derived. That bias is due to the effect of both the algorithm intrinsic approximation when rectangular windowing is adopted and wideband noise. The effect of the number of analyzed samples and the signal-to-noise ratio on the ratio between the overall estimation bias and the estimator standard deviation is also investigated. In addition, leveraging on the derived expression, a frequency estimator that compensates for the contribution due to the algorithm intrinsic approximation is proposed and its accuracy is compared with that of the classical frequency estimator.

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来源期刊
Review of Scientific Instruments
Review of Scientific Instruments 工程技术-物理:应用
CiteScore
3.00
自引率
12.50%
发文量
758
审稿时长
2.6 months
期刊介绍: Review of Scientific Instruments, is committed to the publication of advances in scientific instruments, apparatuses, and techniques. RSI seeks to meet the needs of engineers and scientists in physics, chemistry, and the life sciences.
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