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Direct Position Determination of Multiple Non-Circular Sources with a Moving Coprime Array
Direct position determination (DPD) is currently a hot topic in wireless localization research as it is more accurate than traditional two-step positioning. However, current DPD algorithms are all based on uniform arrays, which have an insufficient degree of freedom and limited estimation accuracy....
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/PMC5982991/ https://www.ncbi.nlm.nih.gov/pubmed/29738514 http://dx.doi.org/10.3390/s18051479 |
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author | Zhang, Yankui Ba, Bin Wang, Daming Geng, Wei Xu, Haiyun |
author_facet | Zhang, Yankui Ba, Bin Wang, Daming Geng, Wei Xu, Haiyun |
author_sort | Zhang, Yankui |
collection | PubMed |
description | Direct position determination (DPD) is currently a hot topic in wireless localization research as it is more accurate than traditional two-step positioning. However, current DPD algorithms are all based on uniform arrays, which have an insufficient degree of freedom and limited estimation accuracy. To improve the DPD accuracy, this paper introduces a coprime array to the position model of multiple non-circular sources with a moving array. To maximize the advantages of this coprime array, we reconstruct the covariance matrix by vectorization, apply a spatial smoothing technique, and converge the subspace data from each measuring position to establish the cost function. Finally, we obtain the position coordinates of the multiple non-circular sources. The complexity of the proposed method is computed and compared with that of other methods, and the Cramer–Rao lower bound of DPD for multiple sources with a moving coprime array, is derived. Theoretical analysis and simulation results show that the proposed algorithm is not only applicable to circular sources, but can also improve the positioning accuracy of non-circular sources. Compared with existing two-step positioning algorithms and DPD algorithms based on uniform linear arrays, the proposed technique offers a significant improvement in positioning accuracy with a slight increase in complexity. |
format | Online Article Text |
id | pubmed-5982991 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-59829912018-06-05 Direct Position Determination of Multiple Non-Circular Sources with a Moving Coprime Array Zhang, Yankui Ba, Bin Wang, Daming Geng, Wei Xu, Haiyun Sensors (Basel) Article Direct position determination (DPD) is currently a hot topic in wireless localization research as it is more accurate than traditional two-step positioning. However, current DPD algorithms are all based on uniform arrays, which have an insufficient degree of freedom and limited estimation accuracy. To improve the DPD accuracy, this paper introduces a coprime array to the position model of multiple non-circular sources with a moving array. To maximize the advantages of this coprime array, we reconstruct the covariance matrix by vectorization, apply a spatial smoothing technique, and converge the subspace data from each measuring position to establish the cost function. Finally, we obtain the position coordinates of the multiple non-circular sources. The complexity of the proposed method is computed and compared with that of other methods, and the Cramer–Rao lower bound of DPD for multiple sources with a moving coprime array, is derived. Theoretical analysis and simulation results show that the proposed algorithm is not only applicable to circular sources, but can also improve the positioning accuracy of non-circular sources. Compared with existing two-step positioning algorithms and DPD algorithms based on uniform linear arrays, the proposed technique offers a significant improvement in positioning accuracy with a slight increase in complexity. MDPI 2018-05-08 /pmc/articles/PMC5982991/ /pubmed/29738514 http://dx.doi.org/10.3390/s18051479 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 Zhang, Yankui Ba, Bin Wang, Daming Geng, Wei Xu, Haiyun Direct Position Determination of Multiple Non-Circular Sources with a Moving Coprime Array |
title | Direct Position Determination of Multiple Non-Circular Sources with a Moving Coprime Array |
title_full | Direct Position Determination of Multiple Non-Circular Sources with a Moving Coprime Array |
title_fullStr | Direct Position Determination of Multiple Non-Circular Sources with a Moving Coprime Array |
title_full_unstemmed | Direct Position Determination of Multiple Non-Circular Sources with a Moving Coprime Array |
title_short | Direct Position Determination of Multiple Non-Circular Sources with a Moving Coprime Array |
title_sort | direct position determination of multiple non-circular sources with a moving coprime array |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5982991/ https://www.ncbi.nlm.nih.gov/pubmed/29738514 http://dx.doi.org/10.3390/s18051479 |
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