Publication detail

Comparative Analysis of Clustering Methods for Power Delay Profile in MMW Bands and In-Vehicle Scenarios

ZÁVORKA, R. PROKEŠ, A. VYCHODIL, J. MIKULÁŠEK, T. HORKÝ, P. MECKLENBRÄUKER, C. CHANDRA, A. JAN M., K. ZIÓŁKOWSKI, C.

Original Title

Comparative Analysis of Clustering Methods for Power Delay Profile in MMW Bands and In-Vehicle Scenarios

Type

conference paper

Language

English

Original Abstract

The spatial statistics of radio wave propagation in specific environments and scenarios, as well as being able to recognize important signal components, are prerequisites for dependable connectivity. There are several reasons why in-vehicle communication is unique, including safety considerations and vehicle-to-vehicle/infrastructure communication. The paper examines the characteristics of clustering power delay profiles to investigate in-vehicle communication. It has been demonstrated that the Saleh-Valenzuela channel model can also be adapted for in-vehicle communication, and that the signal is received in clusters with exponential decay. A measurement campaign was conducted, capturing the power delay profile inside the vehicle cabin, and the reweighted l1 minimization method was compared with the traditional k-means clustering techniques.

Keywords

millimeter-waves; in-vehicle communication; clusters, k-means, reweighted l1 minimization

Authors

ZÁVORKA, R.; PROKEŠ, A.; VYCHODIL, J.; MIKULÁŠEK, T.; HORKÝ, P.; MECKLENBRÄUKER, C.; CHANDRA, A.; JAN M., K.; ZIÓŁKOWSKI, C.

Released

19. 12. 2023

Publisher

Institute of Electrical and Electronics Engineers Inc.

Location

Genoa, Italy

ISBN

979-8-3503-2304-7

Book

2023 IEEE Conference on Antenna Measurements and Applications (CAMA)

Pages from

260

Pages to

265

Pages count

6

URL

https://ieeexplore.ieee.org/document/10352767

BibTex

@inproceedings{BUT185397,
  author="Radek {Závorka} and Aleš {Prokeš} and Josef {Vychodil} and Tomáš {Mikulášek} and Petr {Horký} and Christoph {Mecklenbräuker} and Aniruddha {Chandra} and Kelner {Jan M.} and Cezary {Ziółkowski}",
  title="Comparative Analysis of Clustering Methods for Power Delay Profile in MMW Bands and In-Vehicle Scenarios",
  booktitle="2023 IEEE Conference on Antenna Measurements and Applications (CAMA)",
  year="2023",
  pages="260--265",
  publisher="Institute of Electrical and Electronics Engineers Inc.",
  address="Genoa, Italy",
  doi="10.1109/CAMA57522.2023.10352767",
  isbn="979-8-3503-2304-7",
  url="https://ieeexplore.ieee.org/document/10352767"
}