Robust Snapshot Radio SLAM

Research output: Contribution to journalArticleScientificpeer-review

3 Citations (Scopus)
8 Downloads (Pure)

Abstract

The intrinsic geometric connections between millimeter-wave (mmWave) signals and the propagation environment can be leveraged for (SLAM) in 5 G and beyond networks. However, estimated channel parameters that are mismatched to the utilized geometric model can cause the SLAM solution to degrade. In this paper, we propose a robust snapshot radio SLAM algorithm for mixed line of-sight (LOS) and non-line-of-sight (NLoS) environments that can estimate the unknown user equipment (UE) state, map of the environment as well as the presence of the LOS path. The proposed method can accurately detect outliers and the LOS path, enabling robust estimation in both LOS and NLOS conditions. The proposed method is validated using 60 GHz experimental data, indicating superior performance compared to the state-of-the-art.

Original languageEnglish
Pages (from-to)8460-8465
JournalIEEE Transactions on Vehicular Technology
Volume74
Issue number5
Early online date31 Dec 2024
DOIs
Publication statusPublished - 2025
Publication typeA1 Journal article-refereed

Keywords

  • 5Â G
  • 6Â G
  • mmWave
  • robust estimation
  • simultaneous localization and mapping

Publication forum classification

  • Publication forum level 3

ASJC Scopus subject areas

  • Automotive Engineering
  • Aerospace Engineering
  • Computer Networks and Communications
  • Electrical and Electronic Engineering

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