Publication result detail

LSTM-based Power Delay Profile Predictions for Intra-bus Wireless Propagation

SHUKLA, R.; VERMA, A.; CHANDRA, A.; ZELENÝ, O.; ZÁVORKA, R.; BLUMENSTEIN, J.; PROKEŠ, A.; WOJTUŃ, J.; KELNER, J.; ZIÓŁKOWSKI, C.; CIUONZO, D.

Original Title

LSTM-based Power Delay Profile Predictions for Intra-bus Wireless Propagation

English Title

LSTM-based Power Delay Profile Predictions for Intra-bus Wireless Propagation

Type

Paper in proceedings (conference paper)

Original Abstract

Long/short-term memory (LSTM) is a deep learning model that can capture long-term dependencies of wireless channel models and is highly adaptable to short-term changes in a wireless environment. This paper proposes a simple LSTM model to predict the channel transfer function (CTF) for a given transmitter-receiver location inside a bus for the 60 GHz millimetre wave band. The average error of the derived power delay profile (PDP) taps, obtained from the predicted CTFs, was less than 10% compared to the ground truth.

English abstract

Long/short-term memory (LSTM) is a deep learning model that can capture long-term dependencies of wireless channel models and is highly adaptable to short-term changes in a wireless environment. This paper proposes a simple LSTM model to predict the channel transfer function (CTF) for a given transmitter-receiver location inside a bus for the 60 GHz millimetre wave band. The average error of the derived power delay profile (PDP) taps, obtained from the predicted CTFs, was less than 10% compared to the ground truth.

Keywords

Channel characterisation, LSTM, millimetre wave

Key words in English

Channel characterisation, LSTM, millimetre wave

Authors

SHUKLA, R.; VERMA, A.; CHANDRA, A.; ZELENÝ, O.; ZÁVORKA, R.; BLUMENSTEIN, J.; PROKEŠ, A.; WOJTUŃ, J.; KELNER, J.; ZIÓŁKOWSKI, C.; CIUONZO, D.

RIV year

2026

Released

23.05.2025

Publisher

IEEE

Location

NEW YORK

ISBN

979-8-3315-4447-8

Book

International Conference on Radioelektronika

Pages from

1

Pages to

5

Pages count

5

URL

https://ieeexplore.ieee.org/document/11008407

BibTex

@inproceedings{BUT199778,
  author="Rajeev {Shukla} and  {} and Aniruddha {Chandra} and Ondřej {Zelený} and Radek {Závorka} and Jiří {Blumenstein} and Aleš {Prokeš} and Jarosław {Wojtuń} and Jan M. {Kelner} and Cezary {Ziółkowski} and  {}",
  title="LSTM-based Power Delay Profile Predictions for Intra-bus Wireless Propagation",
  booktitle="International Conference on Radioelektronika",
  year="2025",
  pages="1--5",
  publisher="IEEE",
  address="NEW YORK",
  doi="10.1109/RADIOELEKTRONIKA65656.2025.11008407",
  isbn="979-8-3315-4447-8",
  url="https://ieeexplore.ieee.org/document/11008407"
}