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GNSS multipath suppression technology based on postcorrelation and independent component analysis

In urban and other complex environments, satellite navigation signals are vulnerable to multipath interference, especially medium- and short-delay multipath interference, which seriously affects the positioning accuracy. Aiming at the problem that the effect of traditional methods on medium and shor...

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Detalles Bibliográficos
Autores principales: Xu, Jian, Ding, Jicheng
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9022839/
https://www.ncbi.nlm.nih.gov/pubmed/35446904
http://dx.doi.org/10.1371/journal.pone.0267216
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author Xu, Jian
Ding, Jicheng
author_facet Xu, Jian
Ding, Jicheng
author_sort Xu, Jian
collection PubMed
description In urban and other complex environments, satellite navigation signals are vulnerable to multipath interference, especially medium- and short-delay multipath interference, which seriously affects the positioning accuracy. Aiming at the problem that the effect of traditional methods on medium and short multipath suppression is not obvious and it is difficult to accurately estimate the direction of arrival (DOA) when beamforming is used, a multipath suppression scheme based on a postcorrelation and independent component analysis (ICA) algorithm is proposed in this paper. First, the satellite navigation signal on each array element is despread and demodulated by postcorrelation technology to improve the signal-to-noise ratio (SNR), and then the direct signal component is directly extracted by the ICA algorithm to filter the noise while suppressing the multipath interference. Simulation results show that this method can effectively suppress medium and short multipath interference when the SNR of satellite navigation signals is as low as -30 dB, significantly improve the SNR of navigation messages and reduce the bit error rate, which provides a new solution for global navigation satellite system (GNSS) multipath suppression.
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spelling pubmed-90228392022-04-22 GNSS multipath suppression technology based on postcorrelation and independent component analysis Xu, Jian Ding, Jicheng PLoS One Research Article In urban and other complex environments, satellite navigation signals are vulnerable to multipath interference, especially medium- and short-delay multipath interference, which seriously affects the positioning accuracy. Aiming at the problem that the effect of traditional methods on medium and short multipath suppression is not obvious and it is difficult to accurately estimate the direction of arrival (DOA) when beamforming is used, a multipath suppression scheme based on a postcorrelation and independent component analysis (ICA) algorithm is proposed in this paper. First, the satellite navigation signal on each array element is despread and demodulated by postcorrelation technology to improve the signal-to-noise ratio (SNR), and then the direct signal component is directly extracted by the ICA algorithm to filter the noise while suppressing the multipath interference. Simulation results show that this method can effectively suppress medium and short multipath interference when the SNR of satellite navigation signals is as low as -30 dB, significantly improve the SNR of navigation messages and reduce the bit error rate, which provides a new solution for global navigation satellite system (GNSS) multipath suppression. Public Library of Science 2022-04-21 /pmc/articles/PMC9022839/ /pubmed/35446904 http://dx.doi.org/10.1371/journal.pone.0267216 Text en © 2022 Xu, Ding https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Xu, Jian
Ding, Jicheng
GNSS multipath suppression technology based on postcorrelation and independent component analysis
title GNSS multipath suppression technology based on postcorrelation and independent component analysis
title_full GNSS multipath suppression technology based on postcorrelation and independent component analysis
title_fullStr GNSS multipath suppression technology based on postcorrelation and independent component analysis
title_full_unstemmed GNSS multipath suppression technology based on postcorrelation and independent component analysis
title_short GNSS multipath suppression technology based on postcorrelation and independent component analysis
title_sort gnss multipath suppression technology based on postcorrelation and independent component analysis
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9022839/
https://www.ncbi.nlm.nih.gov/pubmed/35446904
http://dx.doi.org/10.1371/journal.pone.0267216
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