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首页> 外文期刊>IEEE Transactions on Signal Processing >Further simple approximations to the Cramer-Rao lower bound on frequency estimates for closely-spaced sinusoids
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Further simple approximations to the Cramer-Rao lower bound on frequency estimates for closely-spaced sinusoids

机译:对紧密间隔正弦曲线的频率估计的Cramer-Rao下界的进一步简单近似

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摘要

It is demonstrated that the Cramer-Rao lower bound on frequency estimates for a data record containing two closely-spaced cisoids in complex white Gaussian noise can be approximated by an extremely simple nonmatrix expression. It extends earlier work by explicitly retaining the difference in initial phases as a parameter of interest. The approximation to the bound is shown to have a root-mean-square error of about 10%, with occasional peak errors of about /spl plusmn/25% over a wide range of data lengths and for frequency separations down to about one-tenth of the Rayleigh resolution limit. Further, it is demonstrated that the same basic form of the approximation handles the related cases of (a) frequency estimation of a single real sinusoid in real noise and (b) frequency estimation for a closely-spaced pair of real sinusoids in real noise.
机译:事实证明,在复杂的高斯白噪声中包含两个紧密间隔的cisoid的数据记录的频率估计的Cramer-Rao下限可以通过一个非常简单的非矩阵表达式来近似。通过明确保留初始阶段的差异作为感兴趣的参数,它扩展了早期的工作。边界的近似值显示出约10%的均方根误差,偶尔的峰值误差在很宽的数据长度范围内大约为/ spl plusmn / 25%,并且频率分离低至十分之一左右瑞利分辨率限制。此外,证明了近似的相同基本形式处理了以下情况:(a)真实噪声中单个真实正弦曲线的频率估计和(b)真实噪声中一对紧密间隔的真实正弦曲线的频率估计。

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