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An Image Focusing Method for Sparsity-Driven Radar Imaging of Rotating Targets

This paper presents a new image focusing algorithm for sparsity-driven radar imaging of rotating targets. In the general formulation of off-grid scatterers, the sparse reconstruction algorithms may result in blurred and low-contrast images due to dictionary mismatch. Motivated by the natural cluster...

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Detalles Bibliográficos
Autores principales: Nguyen, Ngoc Hung, Doğançay, Kutluyıl, Tran, Hai-Tan, Berry, Paul
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6022193/
https://www.ncbi.nlm.nih.gov/pubmed/29874878
http://dx.doi.org/10.3390/s18061840
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author Nguyen, Ngoc Hung
Doğançay, Kutluyıl
Tran, Hai-Tan
Berry, Paul
author_facet Nguyen, Ngoc Hung
Doğançay, Kutluyıl
Tran, Hai-Tan
Berry, Paul
author_sort Nguyen, Ngoc Hung
collection PubMed
description This paper presents a new image focusing algorithm for sparsity-driven radar imaging of rotating targets. In the general formulation of off-grid scatterers, the sparse reconstruction algorithms may result in blurred and low-contrast images due to dictionary mismatch. Motivated by the natural clustering of atoms in the sparsity-based reconstructed images, the proposed algorithm first partitions the atoms into separate clusters, and then the true off-grid scatterers associated with each cluster are estimated. Being a post-processing technique, the proposed algorithm is computationally simple, while at the same time being capable of producing a sharp and correct-contrast image, and attaining a scatterer parameter estimation performance close to the Cramér–Rao lower bound. Numerical simulations are presented to corroborate the effectiveness of the proposed algorithm.
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spelling pubmed-60221932018-07-02 An Image Focusing Method for Sparsity-Driven Radar Imaging of Rotating Targets Nguyen, Ngoc Hung Doğançay, Kutluyıl Tran, Hai-Tan Berry, Paul Sensors (Basel) Article This paper presents a new image focusing algorithm for sparsity-driven radar imaging of rotating targets. In the general formulation of off-grid scatterers, the sparse reconstruction algorithms may result in blurred and low-contrast images due to dictionary mismatch. Motivated by the natural clustering of atoms in the sparsity-based reconstructed images, the proposed algorithm first partitions the atoms into separate clusters, and then the true off-grid scatterers associated with each cluster are estimated. Being a post-processing technique, the proposed algorithm is computationally simple, while at the same time being capable of producing a sharp and correct-contrast image, and attaining a scatterer parameter estimation performance close to the Cramér–Rao lower bound. Numerical simulations are presented to corroborate the effectiveness of the proposed algorithm. MDPI 2018-06-05 /pmc/articles/PMC6022193/ /pubmed/29874878 http://dx.doi.org/10.3390/s18061840 Text en © 2018 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
Nguyen, Ngoc Hung
Doğançay, Kutluyıl
Tran, Hai-Tan
Berry, Paul
An Image Focusing Method for Sparsity-Driven Radar Imaging of Rotating Targets
title An Image Focusing Method for Sparsity-Driven Radar Imaging of Rotating Targets
title_full An Image Focusing Method for Sparsity-Driven Radar Imaging of Rotating Targets
title_fullStr An Image Focusing Method for Sparsity-Driven Radar Imaging of Rotating Targets
title_full_unstemmed An Image Focusing Method for Sparsity-Driven Radar Imaging of Rotating Targets
title_short An Image Focusing Method for Sparsity-Driven Radar Imaging of Rotating Targets
title_sort image focusing method for sparsity-driven radar imaging of rotating targets
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6022193/
https://www.ncbi.nlm.nih.gov/pubmed/29874878
http://dx.doi.org/10.3390/s18061840
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