Nuclear Atomic Norm for parametric estimation of sparse channels

Álvaro Callejas-Ramos, Matilde Sánchez-Fernández, Antonia Tulino, Jaime Llorca
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Abstract

Parametric channel estimation in mmWave not only enables the anticipated large spectral efficiency gains of \acs{MIMO} systems but also reveals important propagation parameters, allowing for a low complexity representation of the channel matrix. In this work, we propose to use atomic norm as a gridless multidimensional spectral estimation approach to address parametric channel estimation where both AoD and AoA are identified. The conditions for recovery of the propagation parameters are given depending on properties of the measurement matrix, and on structural features such as the antenna geometry or the number of scatters to resolve. The proposed methodology is compared against several state-of-the-art parametric approaches.
用于稀疏信道参数估计的核原子规范
毫米波中的参数信道估计不仅能实现acs{MIMO}系统预期的巨大频谱效率增益,还能揭示重要的传播参数,从而实现低复杂度的信道矩阵表示。在这项工作中,我们建议使用原子规范作为无损多维频谱估计方法,以解决同时识别 AoD 和 AoA 的参数信道估计问题。传播参数的恢复条件取决于主题测量矩阵的属性以及结构特征,如天线几何形状或需要解决的散射数量。建议的方法与几种最先进的参数方法进行了比较。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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