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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2018
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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. |
format | Online Article Text |
id | pubmed-6022193 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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