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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...

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Autores principales: Grzesiak, Krystian, Piotrowski, Zbigniew
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
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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.
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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
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