Robust Snapshot Radio SLAM
Artikel i vetenskaplig tidskrift, 2024

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.

simultaneous localization and mapping

mmWave

6Â G

robust estimation

5Â G

Författare

Ossi Kaltiokallio

Tampereen Yliopisto

Elizaveta Rastorgueva-Foi

Tampereen Yliopisto

Jukka Talvitie

Tampereen Yliopisto

Yu Ge

Chalmers, Elektroteknik, Kommunikation, Antenner och Optiska Nätverk

Henk Wymeersch

Chalmers, Elektroteknik, Kommunikation, Antenner och Optiska Nätverk

M. Valkama

Tampereen Yliopisto

IEEE Transactions on Vehicular Technology

0018-9545 (ISSN) 1939-9359 (eISSN)

Vol. In Press

Ämneskategorier (SSIF 2011)

Kommunikationssystem

Robotteknik och automation

Signalbehandling

DOI

10.1109/TVT.2024.3524118

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Senast uppdaterat

2025-01-13