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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2019
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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. |
format | Online Article Text |
id | pubmed-6567195 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT ducongju novelunconventionalactivejammingrecognitionmethodforwidebandradarsbasedonvisibilitygraphs AT tangbin novelunconventionalactivejammingrecognitionmethodforwidebandradarsbasedonvisibilitygraphs |