Cargando…
NN-Based 8FSK Demodulator for the Covert Channel
In this article, a superposition-based covert channel and its demodulator were proposed and examined. As a covert waveform, an 8FSK modulation was selected. The impact of the channel estimation error and resulting imperfect SIC operation (successive interference cancelation) on the covert informatio...
Autores principales: | , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9573507/ https://www.ncbi.nlm.nih.gov/pubmed/36236279 http://dx.doi.org/10.3390/s22197181 |
_version_ | 1784810888073576448 |
---|---|
author | Grzesiak, Krystian Piotrowski, Zbigniew |
author_facet | Grzesiak, Krystian Piotrowski, Zbigniew |
author_sort | Grzesiak, Krystian |
collection | PubMed |
description | In this article, a superposition-based covert channel and its demodulator were proposed and examined. As a covert waveform, an 8FSK modulation was selected. The impact of the channel estimation error and resulting imperfect SIC operation (successive interference cancelation) on the covert information demodulation process was considered. Especially for this imperfection, an NN-based demodulator was proposed. The superiority of this solution over the traditional 8FSK correlator-based receiver was examined for various cases, including the hard- and soft-decision detectors. It was proven that, although NN does not provide BER values equal to zero, even for the perfect SIC, it generally overcomes the traditional correlator-based 8FSK demodulator. Simulation results showed that the NN-base demodulator, in the case of additional covert channel coding, provides error-free demodulation, even for four-times greater channel gain error. |
format | Online Article Text |
id | pubmed-9573507 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-95735072022-10-17 NN-Based 8FSK Demodulator for the Covert Channel Grzesiak, Krystian Piotrowski, Zbigniew Sensors (Basel) Article In this article, a superposition-based covert channel and its demodulator were proposed and examined. As a covert waveform, an 8FSK modulation was selected. The impact of the channel estimation error and resulting imperfect SIC operation (successive interference cancelation) on the covert information demodulation process was considered. Especially for this imperfection, an NN-based demodulator was proposed. The superiority of this solution over the traditional 8FSK correlator-based receiver was examined for various cases, including the hard- and soft-decision detectors. It was proven that, although NN does not provide BER values equal to zero, even for the perfect SIC, it generally overcomes the traditional correlator-based 8FSK demodulator. Simulation results showed that the NN-base demodulator, in the case of additional covert channel coding, provides error-free demodulation, even for four-times greater channel gain error. MDPI 2022-09-21 /pmc/articles/PMC9573507/ /pubmed/36236279 http://dx.doi.org/10.3390/s22197181 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Grzesiak, Krystian Piotrowski, Zbigniew NN-Based 8FSK Demodulator for the Covert Channel |
title | NN-Based 8FSK Demodulator for the Covert Channel |
title_full | NN-Based 8FSK Demodulator for the Covert Channel |
title_fullStr | NN-Based 8FSK Demodulator for the Covert Channel |
title_full_unstemmed | NN-Based 8FSK Demodulator for the Covert Channel |
title_short | NN-Based 8FSK Demodulator for the Covert Channel |
title_sort | nn-based 8fsk demodulator for the covert channel |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9573507/ https://www.ncbi.nlm.nih.gov/pubmed/36236279 http://dx.doi.org/10.3390/s22197181 |
work_keys_str_mv | AT grzesiakkrystian nnbased8fskdemodulatorforthecovertchannel AT piotrowskizbigniew nnbased8fskdemodulatorforthecovertchannel |