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Simultaneous Source Localization and Polarization Estimation via Non-Orthogonal Joint Diagonalization with Vector-Sensors
Joint estimation of direction-of-arrival (DOA) and polarization with electromagnetic vector-sensors (EMVS) is considered in the framework of complex-valued non-orthogonal joint diagonalization (CNJD). Two new CNJD algorithms are presented, which propose to tackle the high dimensional optimization pr...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Molecular Diversity Preservation International (MDPI)
2012
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3376564/ https://www.ncbi.nlm.nih.gov/pubmed/22737015 http://dx.doi.org/10.3390/s120303394 |
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author | Gong, Xiao-Feng Wang, Ke Lin, Qiu-Hua Liu, Zhi-Wen Xu, You-Gen |
author_facet | Gong, Xiao-Feng Wang, Ke Lin, Qiu-Hua Liu, Zhi-Wen Xu, You-Gen |
author_sort | Gong, Xiao-Feng |
collection | PubMed |
description | Joint estimation of direction-of-arrival (DOA) and polarization with electromagnetic vector-sensors (EMVS) is considered in the framework of complex-valued non-orthogonal joint diagonalization (CNJD). Two new CNJD algorithms are presented, which propose to tackle the high dimensional optimization problem in CNJD via a sequence of simple sub-optimization problems, by using LU or LQ decompositions of the target matrices as well as the Jacobi-type scheme. Furthermore, based on the above CNJD algorithms we present a novel strategy to exploit the multi-dimensional structure present in the second-order statistics of EMVS outputs for simultaneous DOA and polarization estimation. Simulations are provided to compare the proposed strategy with existing tensorial or joint diagonalization based methods. |
format | Online Article Text |
id | pubmed-3376564 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2012 |
publisher | Molecular Diversity Preservation International (MDPI) |
record_format | MEDLINE/PubMed |
spelling | pubmed-33765642012-06-25 Simultaneous Source Localization and Polarization Estimation via Non-Orthogonal Joint Diagonalization with Vector-Sensors Gong, Xiao-Feng Wang, Ke Lin, Qiu-Hua Liu, Zhi-Wen Xu, You-Gen Sensors (Basel) Article Joint estimation of direction-of-arrival (DOA) and polarization with electromagnetic vector-sensors (EMVS) is considered in the framework of complex-valued non-orthogonal joint diagonalization (CNJD). Two new CNJD algorithms are presented, which propose to tackle the high dimensional optimization problem in CNJD via a sequence of simple sub-optimization problems, by using LU or LQ decompositions of the target matrices as well as the Jacobi-type scheme. Furthermore, based on the above CNJD algorithms we present a novel strategy to exploit the multi-dimensional structure present in the second-order statistics of EMVS outputs for simultaneous DOA and polarization estimation. Simulations are provided to compare the proposed strategy with existing tensorial or joint diagonalization based methods. Molecular Diversity Preservation International (MDPI) 2012-03-08 /pmc/articles/PMC3376564/ /pubmed/22737015 http://dx.doi.org/10.3390/s120303394 Text en © 2012 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 Gong, Xiao-Feng Wang, Ke Lin, Qiu-Hua Liu, Zhi-Wen Xu, You-Gen Simultaneous Source Localization and Polarization Estimation via Non-Orthogonal Joint Diagonalization with Vector-Sensors |
title | Simultaneous Source Localization and Polarization Estimation via Non-Orthogonal Joint Diagonalization with Vector-Sensors |
title_full | Simultaneous Source Localization and Polarization Estimation via Non-Orthogonal Joint Diagonalization with Vector-Sensors |
title_fullStr | Simultaneous Source Localization and Polarization Estimation via Non-Orthogonal Joint Diagonalization with Vector-Sensors |
title_full_unstemmed | Simultaneous Source Localization and Polarization Estimation via Non-Orthogonal Joint Diagonalization with Vector-Sensors |
title_short | Simultaneous Source Localization and Polarization Estimation via Non-Orthogonal Joint Diagonalization with Vector-Sensors |
title_sort | simultaneous source localization and polarization estimation via non-orthogonal joint diagonalization with vector-sensors |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3376564/ https://www.ncbi.nlm.nih.gov/pubmed/22737015 http://dx.doi.org/10.3390/s120303394 |
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