3-D Indoor Positioning for Millimeter-Wave Massive MIMO Systems

被引:90
作者
Lin, Zhipeng [1 ]
Lv, Tiejun [1 ]
Mathiopoulos, P. Takis [2 ]
机构
[1] Beijing Univ Posts & Telecommun, Sch Informat & Commun Engn, Beijing 100876, Peoples R China
[2] Univ Athens, Dept Informat & Telecommun, Athens 15784, Greece
基金
中国国家自然科学基金;
关键词
Millimeter-wave communications; massive MIMO; channel compression; indoor localization; 3-D positioning; INCOHERENTLY DISTRIBUTED SOURCES; DIRECTION-OF-ARRIVAL; 2-D LOCALIZATION; ANTENNA-ARRAYS; INTERFERENCE; PARAMETERS; MULTIPATH; ESPRIT; RADAR;
D O I
10.1109/TCOMM.2018.2797993
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
In this paper, a novel three-dimensional (3-D) indoor positioning scheme is proposed for millimeter-wave (mmWave) massive multiple-input multiple-output (MIMO) systems. Its operation is based upon a hybrid received signal strength and angle of arrival (RSS-AoA) positioning scheme, which employs only a single access point equipped with a large-scale uniform cylindrical array. To reduce the high computational complexity imposed by the large number of antennas used in mmWave massive MIMO (M-3-MIMO) systems, we firstly propose a novel channel compression method. By proper quantization and selection of the received mmWave signals, which exhibit quasioptical and sparse multipath characteristics, the channel compression method reduces the dimension of the received signal space while maintaining the accuracy of the position estimation. Then, we propose a beamspace transformation approach to transform signal vectors in the element space to the beamspace, and thus the computational complexity of the angle estimation is significantly reduced. Finally, a novel hybrid RSS-AoA positioning scheme is designed for the computations of the 3-D coordinates of the target mobile terminal. Simulation results have shown that the proposed indoor positioning scheme is capable of achieving high accuracy as well as significantly lower computational complexity as compared to other previously known indoor positioning techniques.
引用
收藏
页码:2472 / 2486
页数:15
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