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首页> 外文期刊>Communications Letters, IEEE >Asymptotic Eigenvalue Density for the Quotient Ensemble of Wishart Matrices
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Asymptotic Eigenvalue Density for the Quotient Ensemble of Wishart Matrices

机译:Wishart矩阵商集的渐近特征值密度

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The matrix model involving the quotient of two Wishart matrices appears naturally in the investigation of multiple-input multiple-output (MIMO) multiple-access and relay channels. The available exact result for the eigenvalue density for this matrix model involves the determinant of a matrix whose dimension is related to the number of antennas in the channel. Consequently, the exact result becomes impractical while dealing with the case of large number of antennas. In this letter, we derive a novel expression for the asymptotic eigenvalue density of the quotient matrix model. This result is analogous to the Marčenko–Pastur density and can be conveniently applied to deal with the case of large matrix dimensions. Remarkably, satisfactorily results are obtained even for small matrix dimensions. As an application of our asymptotic result, we obtain an upper bound for the ergodic capacity in a full-duplex multi-hop decode-and-forward MIMO relay network.
机译:涉及两个Wishart矩阵商的矩阵模型在多输入多输出(MIMO)多址和中继信道的研究中自然而然地出现。此矩阵模型的特征值密度可用的精确结果涉及矩阵的行列式,矩阵的尺寸与信道中的天线数量有关。因此,在处理大量天线的情况下,准确的结果变得不切实际。在这封信中,我们为商矩阵模型的渐进特征值密度推导了一个新颖的表达式。此结果类似于Marčenko-Pastur密度,可以方便地应用于处理大矩阵尺寸的情况。值得注意的是,即使对于较小的矩阵尺寸,也可以获得令人满意的结果。作为我们渐近结果的一种应用,我们获得了全双工多跳解码转发MIMO中继网络中遍历容量的上限。

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