Simultaneous Localization and Channel Estimation for 5G mmWave MIMO Communications

被引:4
作者
Zhou, Bingpeng [1 ]
Wichman, Risto [2 ]
Zhang, Lei [3 ]
Luo, Zhiyong [1 ]
机构
[1] Sun Yat Sen Univ, Sch Elect & Commun Engn, Shenzhen 518000, Peoples R China
[2] Aalto Univ, Dept Signal Proc & Acoust, Espoo 02150, Finland
[3] Univ Glasgow, Jame Watt Sch Engn, Glasgow G12 8QQ, Lanark, Scotland
来源
2021 IEEE 32ND ANNUAL INTERNATIONAL SYMPOSIUM ON PERSONAL, INDOOR AND MOBILE RADIO COMMUNICATIONS (PIMRC) | 2021年
基金
中国国家自然科学基金;
关键词
Localization; 5G mmWave MIMO communications; channel estimate; small-scale channel fading;
D O I
10.1109/PIMRC50174.2021.9569680
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
In this paper, we are interested in the joint estimate of user equipment (UE) location and orientation for millimeter-wave multi-input-multi-output (mmWave MIMO) systems. In practice, mmWave signals suffer from small-scale fading, which degrades UE localization. Moreover, mmWave MIMO-based UE localization is a non-convex optimization problem, and the brute-force application of conventional optimization methods will result in a poor solution or lead to large computational cost. In order to address the above challenges, we propose a novel simultaneous localization and channel estimate (SLCE) algorithm, where the UE location parameters and small-scale fading coefficients are jointly optimized. In such a case, the disturbance of small-scale fading on UE localization is alleviated. Thanks to our problem-specific update rule design, the proposed SLCE algorithm achieves a large performance gain over existing baseline methods.
引用
收藏
页数:7
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