Publication detail

A simple ANN-MLP model for estimating 60-GHz PDP inside public and private vehicles

SHUKLA, R. SARKAR, A. CHANDRA, A. ZIÓŁKOWSKI, C. MIKULÁŠEK, T. PROKEŠ, A.

Original Title

A simple ANN-MLP model for estimating 60-GHz PDP inside public and private vehicles

Type

journal article in Web of Science

Language

English

Original Abstract

Radio wave propagation in an intra-vehicular (IV) environment is markedly different from other well-studied indoor scenarios, such as an office or a factory floor. While millimetre wave (mmWave)-based intra-vehicular communications promise large bandwidth and can achieve ultra-high data rates with lower latency, exploiting the advantages of mmWave communications largely relies on adequately characterising the propagation channel. Channel characterisation is most accurately done through an extensive channel sounding, but due to hardware and environmental constraints, it is impractical to test channel conditions for all possible transmitter and receiver locations. Artificial neural network (ANN)-based channel sounding can overcome this impediment by learning and estimating the channel parameters from the channel environment. We estimate the power delay profile in intra-vehicular public and private vehicle scenarios with a high accuracy using a simple feedforward multi-layer perception-based ANN model. Such artificially generated models can help extrapolate other relevant scenarios for which measurement data are unavailable. The proposed model efficiently matches the taped delay line samples obtained from real-world data, as shown by goodness-of-fit parameters and confusion matrices.

Keywords

Channel sounding; Intra-vehicular communication; Millimetre wave; Multilayer perceptron; Power delay profile

Authors

SHUKLA, R.; SARKAR, A.; CHANDRA, A.; ZIÓŁKOWSKI, C.; MIKULÁŠEK, T.; PROKEŠ, A.

Released

10. 6. 2023

Publisher

Springer Nature

Location

NEW YORK

ISBN

1687-1499

Periodical

EURASIP Journal on Wireless Communications and Networking

Year of study

2023

Number

1

State

Swiss Confederation

Pages from

1

Pages to

16

Pages count

16

URL

Full text in the Digital Library

BibTex

@article{BUT184024,
  author="Rajeev {Shukla} and Abhishek Narayan {Sarkar} and Aniruddha {Chandra} and Vladimír {Kelner} and Cezary {Ziółkowski} and Tomáš {Mikulášek} and Aleš {Prokeš}",
  title="A simple ANN-MLP model for estimating 60-GHz PDP inside public and private vehicles",
  journal="EURASIP Journal on Wireless Communications and Networking",
  year="2023",
  volume="2023",
  number="1",
  pages="16",
  doi="10.1186/s13638-023-02257-0",
  issn="1687-1499",
  url="https://jwcn-eurasipjournals.springeropen.com/articles/10.1186/s13638-023-02257-0"
}