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A MIMO parameter estimation model taking Ricean fading channel and stochastically uncorrelated signals into account. Part I. Inherent accuracy limitations

机译:考虑莱斯衰落信道和随机不相关信号的MIMO参数估计模型。第一部分:固有的精度限制

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In this paper, a MIMO channel model accounted for Ricean fading and stochastically uncorrelated signals is proposed for the problem of estimating three important parameters of wireless channel, such as the nominal direction, the angular spread and the Ricean factor. Although such a problem formulation captures so many physical scattering features into a parametric channel model, we elaborate the second-order statistic in such a way that the array covariance matrix depends on five parameters. To inspect the achievable performance of parameter estimation, we derive all necessary derivatives of complex gradient matrix to compute the inherent accuracy limitation based on the Cramer-Rao bound. Herein, the estimation possibility and theoretical analysis are pictorially illustrated and therefore able to reflect various relationships.
机译:针对估计无线信道的三个重要参数,如标称方向,角度扩展和Ricean因子,提出了一种考虑了Ricean衰落和随机不相关信号的MIMO信道模型。尽管这样的问题表述将如此多的物理散射特征捕获到参数通道模型中,但我们以阵列协方差矩阵取决于五个参数的方式阐述了二阶统计量。为了检查参数估计的可实现性能,我们导出了复杂梯度矩阵的所有必要导数,以基于Cramer-Rao界来计算固有精度限制。在此,图示了估计可能性和理论分析,因此能够反映各种关系。

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