Doppler Exploitation in Bistatic mmWave Radio SLAM
Paper in proceeding, 2022

Networks in 5G and beyond utilize millimeter wave (mmWave) radio signals, large bandwidths, and large antenna arrays, which bring opportunities in jointly localizing the user equipment and mapping the propagation environment, termed as simultaneous localization and mapping (SLAM). Existing approaches mainly rely on delays and angles, and ignore the Doppler, although it contains geometric information. In this paper, we study the benefits of exploiting Doppler in SLAM through deriving the posterior Cram´er-Rao bounds (PCRBs) and formulating the extended Kalman-Poisson multi-Bernoulli sequential filtering solution with Doppler as one of the involved measurements. Both theoretical PCRB analysis and simulation results demonstrate the efficacy of utilizing Doppler.

PCRB

MmWave radio SLAM

Doppler

extended Kalman-Poisson multi-Bernoulli filter

Author

Yu Ge

Chalmers, Electrical Engineering, Communication, Antennas and Optical Networks

Ossi Kaltiokallio

University of Tampere

Hui Chen

Chalmers, Electrical Engineering, Communication, Antennas and Optical Networks

Fan Jiang

Chalmers, Electrical Engineering, Communication, Antennas and Optical Networks

Jukka Talvitie

University of Tampere

Mikko Valkama

University of Tampere

Lennart Svensson

Chalmers, Electrical Engineering, Signal Processing and Biomedical Engineering

Henk Wymeersch

Chalmers, Electrical Engineering, Communication, Antennas and Optical Networks

GLOBECOM - IEEE Global Telecommunications Conference

6463-6468
9781665435406 (ISBN)

IEEE Global Communications Conference
Rio de Janeiro, Brazil,

5G cellular positioning for vehicular safety

VINNOVA (2019-03085), 2020-01-01 -- 2021-12-31.

Subject Categories

Telecommunications

Communication Systems

Signal Processing

DOI

10.1109/GLOBECOM48099.2022.10001597

More information

Latest update

10/26/2023