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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Molecular Diversity Preservation International (MDPI)
2009
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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. |
format | Online Article Text |
id | pubmed-3345818 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2009 |
publisher | Molecular Diversity Preservation International (MDPI) |
record_format | MEDLINE/PubMed |
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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