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Sea Clutter Reduction and Target Enhancement by Neural Networks in a Marine Radar System

The presence of sea clutter in marine radar signals is sometimes not desired. So, efficient radar signal processing techniques are needed to reduce it. In this way, nonlinear signal processing techniques based on neural networks (NNs) are used in the proposed clutter reduction system. The developed...

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Detalles Bibliográficos
Autores principales: Vicen-Bueno, Raúl, Carrasco-Álvarez, Rubén, Rosa-Zurera, Manuel, Nieto-Borge, José Carlos
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Molecular Diversity Preservation International (MDPI) 2009
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3345818/
https://www.ncbi.nlm.nih.gov/pubmed/22573993
http://dx.doi.org/10.3390/s90301913
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author Vicen-Bueno, Raúl
Carrasco-Álvarez, Rubén
Rosa-Zurera, Manuel
Nieto-Borge, José Carlos
author_facet Vicen-Bueno, Raúl
Carrasco-Álvarez, Rubén
Rosa-Zurera, Manuel
Nieto-Borge, José Carlos
author_sort Vicen-Bueno, Raúl
collection PubMed
description The presence of sea clutter in marine radar signals is sometimes not desired. So, efficient radar signal processing techniques are needed to reduce it. In this way, nonlinear signal processing techniques based on neural networks (NNs) are used in the proposed clutter reduction system. The developed experiments show promising results characterized by different subjective (visual analysis of the processed radar images) and objective (clutter reduction, target enhancement and signal-to-clutter ratio improvement) criteria. Moreover, a deep study of the NN structure is done, where the low computational cost and the high processing speed of the proposed NN structure are emphasized.
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spelling pubmed-33458182012-05-09 Sea Clutter Reduction and Target Enhancement by Neural Networks in a Marine Radar System Vicen-Bueno, Raúl Carrasco-Álvarez, Rubén Rosa-Zurera, Manuel Nieto-Borge, José Carlos Sensors (Basel) Article The presence of sea clutter in marine radar signals is sometimes not desired. So, efficient radar signal processing techniques are needed to reduce it. In this way, nonlinear signal processing techniques based on neural networks (NNs) are used in the proposed clutter reduction system. The developed experiments show promising results characterized by different subjective (visual analysis of the processed radar images) and objective (clutter reduction, target enhancement and signal-to-clutter ratio improvement) criteria. Moreover, a deep study of the NN structure is done, where the low computational cost and the high processing speed of the proposed NN structure are emphasized. Molecular Diversity Preservation International (MDPI) 2009-03-16 /pmc/articles/PMC3345818/ /pubmed/22573993 http://dx.doi.org/10.3390/s90301913 Text en © 2009 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 license (http://creativecommons.org/licenses/by/3.0/).
spellingShingle Article
Vicen-Bueno, Raúl
Carrasco-Álvarez, Rubén
Rosa-Zurera, Manuel
Nieto-Borge, José Carlos
Sea Clutter Reduction and Target Enhancement by Neural Networks in a Marine Radar System
title Sea Clutter Reduction and Target Enhancement by Neural Networks in a Marine Radar System
title_full Sea Clutter Reduction and Target Enhancement by Neural Networks in a Marine Radar System
title_fullStr Sea Clutter Reduction and Target Enhancement by Neural Networks in a Marine Radar System
title_full_unstemmed Sea Clutter Reduction and Target Enhancement by Neural Networks in a Marine Radar System
title_short Sea Clutter Reduction and Target Enhancement by Neural Networks in a Marine Radar System
title_sort sea clutter reduction and target enhancement by neural networks in a marine radar system
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3345818/
https://www.ncbi.nlm.nih.gov/pubmed/22573993
http://dx.doi.org/10.3390/s90301913
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