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Performance limits of direct wideband coherent 3d localization in distributed massive mimo systems

  • University of Belgrade
  • Vlatacom Research and Development Institute

Research output: Contribution to journalArticlepeer-review

10 Scopus citations

Abstract

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 Cramér-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-tonoise 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.

Original languageEnglish
Article number3401
JournalSensors
Volume21
Issue number10
DOIs
StatePublished - May 2 2021

Keywords

  • 5G
  • Cramér-Rao bounds
  • Distributed antenna array
  • Massive MIMO
  • MmWave
  • Wideband direct position estimation

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