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首页> 外文期刊>IEEE Transactions on Signal Processing >Asymptotic and Modified Cramer-Rao Bounds for Frequency Estimation in Parallel Fading Channels
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Asymptotic and Modified Cramer-Rao Bounds for Frequency Estimation in Parallel Fading Channels

机译:渐近和修正的Cramer-Rao边界用于并行衰落信道中的频率估计

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Modified and asymptotic Cramer-Rao bounds (MCRB and ACRB, respectively) for frequency estimation in parallel fading channels are presented. The bounds are derived for arbitrary correlation of fading processes in parallel channels and covariance of additive Gaussian noise. The results are specified for additive white noise. Numerical comparison with the true Cramer-Rao bound (CRB) for multipath Rayleigh fading channels shows that the ACRB is close to the true CRB, while the MCRB is not. In a multiple-input single-output (MISO) Rician fading channel, the ACRB presents a tight lower bound for the maximum-likelihood (ML) frequency estimation error. In general, the results obtained can be applied to scenarios with a signal of interest represented as an expansion in a basis of linear independent functions with random expansion coefficients. Specifically, they are applicable to communications in multipath, multiantenna, and fast fading channels, as well as any combination of these channel types.
机译:提出了用于并行衰落信道中频率估计的修正渐近Cramer-Rao界(分别为MCRB和ACRB)。为并行通道中的衰落过程与加性高斯噪声的协方差的任意相关性导出边界。指定的结果是加性白噪声。与多径瑞利衰落信道的真实Cramer-Rao边界(CRB)的数值比较表明,ACRB接近真实CRB,而MCRB则不然。在多输入单输出(MISO)的Rician衰落信道中,ACRB为最大似然(ML)频率估计误差提供了严格的下限。通常,获得的结果可以应用于具有感兴趣信号的场景,这些信号表示为具有随机扩展系数的线性独立函数的基础上的扩展。具体来说,它们适用于多径,多天线和快速衰落信道中的通信,以及这些信道类型的任何组合。

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