Decomposition Estimation for mmWave Channel Based on OMP with Rotation Operation

Jingyue Huang, Hao Wei, Ping Li, Jie Li, Dongming Wang
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Abstract

This paper considers angle estimations for practical millimeter wave (mmWave) systems with hybrid analog/digital architecture. Firstly, we decompose the whole channel into two parts, which are associated with the transmitting side and the receiving side respectively. Through the discrete Fourier transform (DFT), the mmWave channel exhibits the sparsity in the angle domain. By utilizing the orthogonal matching pursuit (OMP) method together with the angle rotation operation, the corresponding directions of arrival (DoA) and directions of departure (DoD) of all paths can be estimated accurately. Simulation results show that our proposed algorithm can achieve the significant improvement of mean square error (MSE) performance, and require much less pilot overhead and lower calculation complexity.
基于旋转运算的OMP毫米波信道分解估计
本文研究了模拟/数字混合结构的毫米波系统的角度估计问题。首先,我们将整个信道分解为两部分,分别与发射端和接收端相关联。通过离散傅里叶变换(DFT),毫米波信道在角度域表现出稀疏性。利用正交匹配追踪(OMP)方法结合角度旋转操作,可以准确估计出各路径对应的到达方向(DoA)和离开方向(DoD)。仿真结果表明,该算法可以显著提高均方误差(MSE)性能,并且所需的导频开销和计算复杂度大大降低。
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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