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A CORRELATION TENSOR-BASED MODEL FOR TIME VARIANT FREQUENCY SELECTIVE MIMO CHANNELS

机译:基于相关张量的时间变量频率选择性MIMO通道模型

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In this contribution we present a new analytical channel model for frequency selective, time variant MIMO systems. The model is based on a correlation tensor, which allows a natural description of multi-dimensional signals. By applying the Higher Order Singular Value Decomposition (HOSVD), we gain a better insight into the multi-dimensional eigen-structure of the channel. Applications of the model include the denoising of measured channels and the possibility to generate new synthetic channels displaying a given correlation in time, frequency, and space. The proposed model possesses advantages over existing 2-dimensional eigenmode-based channel models. In contrast to them, the tensor-based model can cope with frequency and time selectivity in a natural way.
机译:在这一贡献中,我们为频率选择性,时间变量MIMO系统提供了一种新的分析频道模型。该模型基于相关张量,其允许多维信号的自然描述。通过应用更高阶奇异值分解(Hosvd),我们更好地了解通道的多维特征结构。该模型的应用包括测量信道的去噪以及产生在时间,频率和空间中显示给定相关性的新的合成信道的可能性。该拟议的模型具有优于现有的基于二维特征模型的信道模型的优势。与它们相比,基于张量的模型可以以自然的方式应对频率和时间选择性。

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