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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doaj-a5f2395d8e19460c828d5ced7e2504302020-11-25T04:07:50ZengElsevierHeliyon2405-84402020-10-01610e05138Polarimetric detection of maritime floating small target based on the Complex-valued Entropy Rate Bound MinimizationHamzeh Ghahramani0Naser Parhizgar1Bijan Abbasi Arand2Morteza Barari3Department of Electrical Engineering, Islamic Azad University, Shiraz Branch, Shiraz, IranDepartment of Electrical Engineering, Islamic Azad University, Shiraz Branch, Shiraz, Iran; Corresponding author.Department of Electrical and Engineering, Tarbiat Modarres University, Tehran, IranMinistry of Communication and Information Technology, ICT Research Institute, Tehran, IranDetection 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.http://www.sciencedirect.com/science/article/pii/S2405844020319812Electrical engineeringElectrical system planningSignal processingNonlinear signal processingCommunication systemComplex-valued independent component analysis (cICA) |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Hamzeh Ghahramani Naser Parhizgar Bijan Abbasi Arand Morteza Barari |
spellingShingle |
Hamzeh Ghahramani Naser Parhizgar Bijan Abbasi Arand Morteza Barari Polarimetric detection of maritime floating small target based on the Complex-valued Entropy Rate Bound Minimization Heliyon Electrical engineering Electrical system planning Signal processing Nonlinear signal processing Communication system Complex-valued independent component analysis (cICA) |
author_facet |
Hamzeh Ghahramani Naser Parhizgar Bijan Abbasi Arand Morteza Barari |
author_sort |
Hamzeh Ghahramani |
title |
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_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_sort |
polarimetric detection of maritime floating small target based on the complex-valued entropy rate bound minimization |
publisher |
Elsevier |
series |
Heliyon |
issn |
2405-8440 |
publishDate |
2020-10-01 |
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. |
topic |
Electrical engineering Electrical system planning Signal processing Nonlinear signal processing Communication system Complex-valued independent component analysis (cICA) |
url |
http://www.sciencedirect.com/science/article/pii/S2405844020319812 |
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