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Harmonics in Gaussian multiplicative and additive noise: Cramer-Rao bounds

机译:高斯乘法和加性噪声中的谐波:Cramer-Rao界

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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.
机译:这里的关注点是在白高斯乘法和加性噪声中观察到的单音和多音谐波的恢复。可计算的Cramer-Rao界(CRB)表达式是根据频率和相位估计以及乘法噪声过程的样本均值或方差得出的。零均值和非零均值乘法噪声的情况将分别处理,并显示出它们在频率和相位估计上会产生不同的CRB。形成了CRB本身的上下限,相对于CRB而言,它们在直观上更具吸引力且易于实现。关于恒定振幅谐波估计的可达到精度的公认公式成为我们结果的特例。数值研究支持了我们的主张。

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