基于prony算法的微扰分析

N. A. Roy, H. Ouibrahim
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引用次数: 3

摘要

讨论了一种基于概率的噪声嵌入频率估计算法。该算法的性能取决于信噪比。对该算法进行了扰动分析以评估其性能。讨论了用估计频率的偏差和方差来衡量的估计精度。得到了L=M和L>M情况下方差的表达式,其中L为系数多项式的阶数,M为复正弦波的个数。发现随着L的增加,方差减小,从而提高了频率估计。
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On the perturbation analysis of a Prony-based algorithm
A Prony-based algorithm for the estimation of frequencies embedded in noise is discussed. The performance of this algorithm is known to depend on the signal-to-noise ratio. A perturbation analysis of this algorithm is carried out to assess this performance. The estimation accuracy, measured in terms of the bias and variance of the estimated frequencies, is discussed. The expressions for the variance are obtained for cases when L=M and L>M, where L is the order of the coefficient polynomial and M is the number of complex sinusoidals. It is found that as L increases the variance decreases and thus improves the frequency estimates.<>
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