Performance Limits of Direct Wideband Coherent 3D Localization in Distributed Massive MIMO Systems

被引:4
|
作者
Vukmirovic, Nenad [1 ,2 ]
Eric, Miljko [1 ,3 ]
Djuric, Petar M. [4 ]
机构
[1] Univ Belgrade, Sch Elect Engn, Belgrade 11120, Serbia
[2] Univ Belgrade, Innovat Ctr Sch Elect Engn, Belgrade 11120, Serbia
[3] Vlatacom Inst, Belgrade 11070, Serbia
[4] SUNY Stony Brook, Dept Elect & Comp Engn, New York, NY 11794 USA
关键词
5G; wideband direct position estimation; distributed antenna array; Cramer-Rao bounds; mmWave; massive MIMO; 5G; SIGNALS;
D O I
10.3390/s21103401
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
We address the accuracy of wideband direct position estimation of a radio transmitter via a distributed antenna array in 5G cellular systems. Our derivations are based only on the presence of spatially coherent line-of-sight (LoS) signal components, which is a realistic assumption in small cells, especially in the mmWave range. The system model considers collocated time and phase synchronized receiving front-ends with antennas distributed in 3D space at known locations and connected to the front-ends via calibrated coaxial cables or analog radio-frequency-over-fiber links. Furthermore, the signal model assumes spherical wavefronts. We derive the Cramer-Rao bounds (CRBs) for two implementations of the system: with (a) known signals and (b) random Gaussian signals. The results show how the bounds depend on the carrier frequency, number of samples used for estimation, and signal-to-noise ratios. They also show that increasing the number of antennas (such as in massive MIMO systems) considerably improves the accuracy and lowers the signal-to-noise threshold for localization even for non-cooperative transmitters. Finally, our derivations show that the square roots of the bounds are two to three orders of magnitude below the carrier wavelength for realistic system parameters.
引用
收藏
页数:27
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