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Novel Unconventional-Active-Jamming Recognition Method for Wideband Radars Based on Visibility Graphs

Radar unconventional active jamming, including unconventional deceptive jamming and barrage jamming, poses a serious threat to wideband radars. This paper proposes an unconventional-active-jamming recognition method for wideband radar. In this method, the visibility algorithm of converting the radar...

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Detalles Bibliográficos
Autores principales: Du, Congju, Tang, Bin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6567195/
https://www.ncbi.nlm.nih.gov/pubmed/31117284
http://dx.doi.org/10.3390/s19102344
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author Du, Congju
Tang, Bin
author_facet Du, Congju
Tang, Bin
author_sort Du, Congju
collection PubMed
description Radar unconventional active jamming, including unconventional deceptive jamming and barrage jamming, poses a serious threat to wideband radars. This paper proposes an unconventional-active-jamming recognition method for wideband radar. In this method, the visibility algorithm of converting the radar time series into graphs, called visibility graphs, is first given. Then, the visibility graph of the linear-frequency-modulation (LFM) signal is proved to be a regular graph, and the rationality of extracting features on visibility graphs is theoretically explained. Therefore, four features on visibility graphs, average degree, average clustering coefficient, Newman assortativity coefficient, and normalized network-structure entropy, are extracted from visibility graphs. Finally, a random-forests (RF) classifier is chosen for unconventional-active-jamming recognition. Experiment results show that recognition probability was over 90% when the jamming-to-noise ratio (JNR) was above 0 dB.
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spelling pubmed-65671952019-06-17 Novel Unconventional-Active-Jamming Recognition Method for Wideband Radars Based on Visibility Graphs Du, Congju Tang, Bin Sensors (Basel) Article Radar unconventional active jamming, including unconventional deceptive jamming and barrage jamming, poses a serious threat to wideband radars. This paper proposes an unconventional-active-jamming recognition method for wideband radar. In this method, the visibility algorithm of converting the radar time series into graphs, called visibility graphs, is first given. Then, the visibility graph of the linear-frequency-modulation (LFM) signal is proved to be a regular graph, and the rationality of extracting features on visibility graphs is theoretically explained. Therefore, four features on visibility graphs, average degree, average clustering coefficient, Newman assortativity coefficient, and normalized network-structure entropy, are extracted from visibility graphs. Finally, a random-forests (RF) classifier is chosen for unconventional-active-jamming recognition. Experiment results show that recognition probability was over 90% when the jamming-to-noise ratio (JNR) was above 0 dB. MDPI 2019-05-21 /pmc/articles/PMC6567195/ /pubmed/31117284 http://dx.doi.org/10.3390/s19102344 Text en © 2019 by the authors. 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 (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Du, Congju
Tang, Bin
Novel Unconventional-Active-Jamming Recognition Method for Wideband Radars Based on Visibility Graphs
title Novel Unconventional-Active-Jamming Recognition Method for Wideband Radars Based on Visibility Graphs
title_full Novel Unconventional-Active-Jamming Recognition Method for Wideband Radars Based on Visibility Graphs
title_fullStr Novel Unconventional-Active-Jamming Recognition Method for Wideband Radars Based on Visibility Graphs
title_full_unstemmed Novel Unconventional-Active-Jamming Recognition Method for Wideband Radars Based on Visibility Graphs
title_short Novel Unconventional-Active-Jamming Recognition Method for Wideband Radars Based on Visibility Graphs
title_sort novel unconventional-active-jamming recognition method for wideband radars based on visibility graphs
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6567195/
https://www.ncbi.nlm.nih.gov/pubmed/31117284
http://dx.doi.org/10.3390/s19102344
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