5G Positioning and Mapping With Diffuse Multipath

被引:70
作者
Wen, Fuxi [1 ]
Kulmer, Josef [2 ]
Witrisal, Klaus [2 ]
Wymeersch, Henk [3 ]
机构
[1] Tsinghua Univ, Sch Vehicle & Mobil, Beijing 100084, Peoples R China
[2] Graz Univ Technol, Signal Proc & Speech Commun Lab SPSC, A-8010 Graz, Austria
[3] Chalmers Univ Technol, Dept Elect Engn, S-41296 Gothenburg, Sweden
基金
瑞典研究理事会;
关键词
Tensors; 5G mobile communication; Channel estimation; Delays; Transmission line matrix methods; Wireless communication; Estimation; Massive MIMO; localization; beamspace ESPRIT; tensor decomposition; subspace; SINGULAR-VALUE DECOMPOSITION; MILLIMETER-WAVE MIMO; CHANNEL ESTIMATION; LOCALIZATION; PERFORMANCE; SPREAD; DISPERSION; SCATTERING; ESTIMATOR; ACCURACY;
D O I
10.1109/TWC.2020.3031180
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
5G mmWave communication is useful for positioning due to the geometric connection between the propagation channel and the propagation environment. Channel estimation methods can exploit the resulting sparsity to estimate parameters (delay and angles) of each propagation path, which in turn can be exploited for positioning and mapping. When paths exhibit significant spread in either angle or delay, these methods break down or lead to significant biases. We present a novel tensor-based method for channel estimation that allows estimation of mmWave channel parameters in a non-parametric form. The method is able to accurately estimate the channel, even in the absence of a specular component. This in turn enables positioning and mapping using only diffuse multipath. Simulation results are provided to demonstrate the efficacy of the proposed approach.
引用
收藏
页码:1164 / 1174
页数:11
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