Millimeter-wave Mobile Sensing and Environment Mapping: Models, Algorithms and Validation
Artikel i vetenskaplig tidskrift, 2022

Integrating efficient connectivity, positioning and sensing functionalities into 5G New Radio (NR) and beyond mobile cellular systems is one timely research paradigm, especially at mm-wave and sub-THz bands. In this article, we address the radio-based sensing and environment mapping prospect with specific emphasis on the user equipment (UE) side. We first describe an efficient $\ell_1$-regularized least-squares (LS) approach to obtain sparse range--angle charts at individual measurement or sensing locations. For the subsequent environment mapping, we then introduce a novel state model for mapping diffuse and specular scattering, which allows efficient tracking of individual scatterers over time using interacting multiple model (IMM) extended Kalman filter and smoother. Also the related measurement selection and data association problems are addressed. We provide extensive numerical indoor mapping results at the 28~GHz band deploying OFDM-based 5G NR uplink waveform with 400~MHz channel bandwidth, covering both accurate ray-tracing based as well as actual RF measurement results. The results illustrate the superiority of the dynamic tracking-based solutions, compared to static reference methods, while overall demonstrate the excellent prospects of radio-based mobile environment sensing and mapping in future mm-wave networks.

OFDM

Antenna arrays

sub-THz

OFDM radar

Radio frequency

Simultaneous localization and mapping

5G New Radio (NR)

mobile radar

joint communications and sensing

indoor mapping

Sensors

6G

Antenna measurements

mm-waves

RF convergence

Radar tracking

Författare

Carlos Baquero Barneto

Tampereen Yliopisto

Elizaveta Rastorgueva-Foi

Tampereen Yliopisto

Furkan Keskin

Chalmers, Elektroteknik, Kommunikation, Antenner och Optiska Nätverk, Kommunikationssystem

Taneli Riihonen

Tampereen Yliopisto

Matias Turunen

Tampereen Yliopisto

Jukka Talvitie

Tampereen Yliopisto

Henk Wymeersch

Chalmers, Elektroteknik, Kommunikation, Antenner och Optiska Nätverk, Kommunikationssystem

M. Valkama

Tampereen Yliopisto

IEEE Transactions on Vehicular Technology

0018-9545 (ISSN)

Vol. In Press

Ämneskategorier

Telekommunikation

Kommunikationssystem

Signalbehandling

DOI

10.1109/TVT.2022.3146003

Mer information

Senast uppdaterat

2022-02-10