高斯乘性和加性噪声中的谐波:Cramer-Rao界

G. Zhou, G. Giannakis
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引用次数: 46

摘要

这里关注的是在白色高斯乘法和加性噪声中观察到的单音和多音谐波的检索。基于频率和相位估计以及乘法噪声过程的样本均值或方差,导出了可计算的Cramer-Rao界(CRB)表达式。零均值和非零均值乘性噪声情况分别处理,并显示在频率和相位估计上产生不同的crb。对crb本身开发了严格的下限和上限,相对于crb,它们在直观上更吸引人,也更容易实现。关于恒幅谐波估计可达到的精度的已建立的公式变成了我们的结果的特殊情况。数值研究支持我们的说法。>
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Harmonics in Gaussian Multiplicative and Additive Noise: Cramer-Rao Bounds
The concern here is retrieval of single and multiple tone harmonics observed in white Gaussian multiplicative and additive noise. Computable Cramer-Rao bound (CRB) expressions are derived on the frequency and phase estimates as well as on the sample mean or variance of the multiplicative noise processes. The zero- and nonzero-mean multiplicative noise cases are addressed separately and are shown to yield distinct CRBs on the frequency and phase estimates. Tight lower and upper bounds on the CRBs themselves are developed, which, relative to the CRBs, are intuitively more appealing and easier to implement. Well-established formulas on the achievable accuracy for estimates of constant amplitude harmonics turn put to be special cases of our results. Numerical studies support our claims. >
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