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Polarimetric detection of maritime floating small target based on the Complex-valued Entropy Rate Bound Minimization

Detection of sea-surface small floating targets in maritime high-resolution surveillance radar has been an active area of research in recent years. In this paper, we propose a new detector based on a complex-valued independent component analysis (cICA) algorithm proposed by Geng-Shen Fu et al. calle...

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Autores principales: Ghahramani, Hamzeh, Parhizgar, Naser, Arand, Bijan Abbasi, Barari, Morteza
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7560592/
https://www.ncbi.nlm.nih.gov/pubmed/33088941
http://dx.doi.org/10.1016/j.heliyon.2020.e05138
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author Ghahramani, Hamzeh
Parhizgar, Naser
Arand, Bijan Abbasi
Barari, Morteza
author_facet Ghahramani, Hamzeh
Parhizgar, Naser
Arand, Bijan Abbasi
Barari, Morteza
author_sort Ghahramani, Hamzeh
collection PubMed
description Detection of sea-surface small floating targets in maritime high-resolution surveillance radar has been an active area of research in recent years. In this paper, we propose a new detector based on a complex-valued independent component analysis (cICA) algorithm proposed by Geng-Shen Fu et al. called complex entropy rate bound minimization (CERBM), to look for targets in polarimetric radars. It uses received time series at cell under test (CUT) with different polarizations as distinct mixtures. The proposed detector can exploit all information of polarimetric radar for an accurate detection. It does separation on the mixtures using CERBM which results in two output sources, i.e. clutter and target. Finally, the target is detected using estimation of the parameters of K-distribution for outputted sources. Our experiments on the recognized IPIX radar database show that the proposed detector obtains better detection performance in comparison to the newly proposed detectors. The robustness of the detector is also investigated by experiment in either low and high sea state which shows its appropriate results.
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spelling pubmed-75605922020-10-20 Polarimetric detection of maritime floating small target based on the Complex-valued Entropy Rate Bound Minimization Ghahramani, Hamzeh Parhizgar, Naser Arand, Bijan Abbasi Barari, Morteza Heliyon Research Article Detection of sea-surface small floating targets in maritime high-resolution surveillance radar has been an active area of research in recent years. In this paper, we propose a new detector based on a complex-valued independent component analysis (cICA) algorithm proposed by Geng-Shen Fu et al. called complex entropy rate bound minimization (CERBM), to look for targets in polarimetric radars. It uses received time series at cell under test (CUT) with different polarizations as distinct mixtures. The proposed detector can exploit all information of polarimetric radar for an accurate detection. It does separation on the mixtures using CERBM which results in two output sources, i.e. clutter and target. Finally, the target is detected using estimation of the parameters of K-distribution for outputted sources. Our experiments on the recognized IPIX radar database show that the proposed detector obtains better detection performance in comparison to the newly proposed detectors. The robustness of the detector is also investigated by experiment in either low and high sea state which shows its appropriate results. Elsevier 2020-10-09 /pmc/articles/PMC7560592/ /pubmed/33088941 http://dx.doi.org/10.1016/j.heliyon.2020.e05138 Text en © 2020 Published by Elsevier Ltd. http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Research Article
Ghahramani, Hamzeh
Parhizgar, Naser
Arand, Bijan Abbasi
Barari, Morteza
Polarimetric detection of maritime floating small target based on the Complex-valued Entropy Rate Bound Minimization
title Polarimetric detection of maritime floating small target based on the Complex-valued Entropy Rate Bound Minimization
title_full Polarimetric detection of maritime floating small target based on the Complex-valued Entropy Rate Bound Minimization
title_fullStr Polarimetric detection of maritime floating small target based on the Complex-valued Entropy Rate Bound Minimization
title_full_unstemmed Polarimetric detection of maritime floating small target based on the Complex-valued Entropy Rate Bound Minimization
title_short Polarimetric detection of maritime floating small target based on the Complex-valued Entropy Rate Bound Minimization
title_sort polarimetric detection of maritime floating small target based on the complex-valued entropy rate bound minimization
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7560592/
https://www.ncbi.nlm.nih.gov/pubmed/33088941
http://dx.doi.org/10.1016/j.heliyon.2020.e05138
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