Robust Snapshot Radio SLAM
Journal article, 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

Author

Ossi Kaltiokallio

University of Tampere

Elizaveta Rastorgueva-Foi

University of Tampere

Jukka Talvitie

University of Tampere

Yu Ge

Chalmers, Electrical Engineering, Communication, Antennas and Optical Networks

Henk Wymeersch

Chalmers, Electrical Engineering, Communication, Antennas and Optical Networks

M. Valkama

University of Tampere

IEEE Transactions on Vehicular Technology

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

Vol. In Press

Subject Categories (SSIF 2011)

Communication Systems

Robotics

Signal Processing

DOI

10.1109/TVT.2024.3524118

More information

Latest update

1/13/2025