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A Direct Position Determination Method Based on Subspace Orthogonality in Cross-Spectra under Multipath Environments
Without the estimation of the intermediate parameters, the direct position determination (DPD) method can achieve higher localization accuracy than conventional two-step methods. However, multipath environments are still a key problem, and complex high-dimensional matrix operations are required in m...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9571738/ https://www.ncbi.nlm.nih.gov/pubmed/36236347 http://dx.doi.org/10.3390/s22197245 |
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author | Zhu, Kehui Jiang, Hang Huo, Yuchong Yu, Qin Li, Jianfeng |
author_facet | Zhu, Kehui Jiang, Hang Huo, Yuchong Yu, Qin Li, Jianfeng |
author_sort | Zhu, Kehui |
collection | PubMed |
description | Without the estimation of the intermediate parameters, the direct position determination (DPD) method can achieve higher localization accuracy than conventional two-step methods. However, multipath environments are still a key problem, and complex high-dimensional matrix operations are required in most DPD methods. In this paper, a time-difference-of-arrival-based (TDOA-based) DPD method is proposed based on the subspace orthogonality in the cross-spectra between the different sensors. Firstly, the cross-spectrum between the segmented received signal and reference signal is calculated and eigenvalue decomposition is performed to obtain the subspaces. Then, the cost functions are constructed by using the orthogonality of subspace. Finally, the location of the radiation source is obtained by searching the superposition of these cost functions in the target area. Compared with other DPD methods, our proposed DPD method leads to better localization accuracy with less complexity. The superiority of this method is verified by both simulated and real measured data when compared to other TDOA and DPD algorithms. |
format | Online Article Text |
id | pubmed-9571738 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-95717382022-10-17 A Direct Position Determination Method Based on Subspace Orthogonality in Cross-Spectra under Multipath Environments Zhu, Kehui Jiang, Hang Huo, Yuchong Yu, Qin Li, Jianfeng Sensors (Basel) Article Without the estimation of the intermediate parameters, the direct position determination (DPD) method can achieve higher localization accuracy than conventional two-step methods. However, multipath environments are still a key problem, and complex high-dimensional matrix operations are required in most DPD methods. In this paper, a time-difference-of-arrival-based (TDOA-based) DPD method is proposed based on the subspace orthogonality in the cross-spectra between the different sensors. Firstly, the cross-spectrum between the segmented received signal and reference signal is calculated and eigenvalue decomposition is performed to obtain the subspaces. Then, the cost functions are constructed by using the orthogonality of subspace. Finally, the location of the radiation source is obtained by searching the superposition of these cost functions in the target area. Compared with other DPD methods, our proposed DPD method leads to better localization accuracy with less complexity. The superiority of this method is verified by both simulated and real measured data when compared to other TDOA and DPD algorithms. MDPI 2022-09-24 /pmc/articles/PMC9571738/ /pubmed/36236347 http://dx.doi.org/10.3390/s22197245 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/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 (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Zhu, Kehui Jiang, Hang Huo, Yuchong Yu, Qin Li, Jianfeng A Direct Position Determination Method Based on Subspace Orthogonality in Cross-Spectra under Multipath Environments |
title | A Direct Position Determination Method Based on Subspace Orthogonality in Cross-Spectra under Multipath Environments |
title_full | A Direct Position Determination Method Based on Subspace Orthogonality in Cross-Spectra under Multipath Environments |
title_fullStr | A Direct Position Determination Method Based on Subspace Orthogonality in Cross-Spectra under Multipath Environments |
title_full_unstemmed | A Direct Position Determination Method Based on Subspace Orthogonality in Cross-Spectra under Multipath Environments |
title_short | A Direct Position Determination Method Based on Subspace Orthogonality in Cross-Spectra under Multipath Environments |
title_sort | direct position determination method based on subspace orthogonality in cross-spectra under multipath environments |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9571738/ https://www.ncbi.nlm.nih.gov/pubmed/36236347 http://dx.doi.org/10.3390/s22197245 |
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