High-Accuracy Positioning Services for High-Speed Vehicles in Wideband mmWave Communications

Zijun Gong*, Xuemin Sherman Shen, Cheng Li, Yuhui Song, Ruoyu Su

*Corresponding author for this work

Research output: Contribution to journalJournal Articlepeer-review

12 Citations (Scopus)

Abstract

It is expected that the sixth-generation (6G) cellular networks will provide high-accuracy positioning services. For the millimeter wave (mmWave) frequency band in 6G, both the Doppler and the spatial wideband effects can lead to channel variation in time and space domains, respectively. However, the impact of these effects on the positioning performance is not well studied. In this paper, we will investigate this issue and show that these two effects are not only challenges, but also provide great opportunities in terms of positioning in vehicular networks. Particularly, we will conduct system modeling, algorithm design, and fundamental performance analysis of simultaneous localization and communications (SLAC) in mmWave-based vehicular networks, exclusively dependent on channel state information. The major challenge in algorithm design is the high computational complexity that comes with the huge antenna arrays and bandwidth. For high-speed vehicle positioning, timeliness is as important as accuracy. For performance evaluation, the Cramér-Rao lower bounds (CRLB) will be derived as benchmarks. We will show that it is possible to achieve CRLB-level positioning accuracy, with almost linear complexity. With the closed-form theoretical results, we will evaluate how different system parameters contribute to positioning accuracy, such as bandwidth, carrier frequency, size and orientation of antenna arrays, etc. These results will shed light on system-level design and optimization of SLAC with ultra-wide frequency band in highly dynamic environments, i.e., very strong spatial wideband and Doppler effects. Comprehensive numerical results will also be presented to verify the theoretical analyses and the effectiveness of the proposed algorithms.

Original languageEnglish
Pages (from-to)3867-3882
Number of pages16
JournalIEEE Transactions on Signal Processing
Volume71
DOIs
Publication statusPublished - 2023

Bibliographical note

Publisher Copyright:
© 1991-2012 IEEE.

Keywords

  • Doppler effect
  • Localization
  • beam squint
  • high-speed vehicles
  • millimeter wave
  • ultra-wideband

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