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Initial Alignment of Large Azimuth Misalignment Angles in SINS Based on Adaptive UPF

The case of large azimuth misalignment angles in a strapdown inertial navigation system (SINS) is analyzed, and a method of using the adaptive UPF for the initial alignment is proposed. The filter is based on the idea of a strong tracking filter; through the introduction of the attenuation memory fa...

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Detalles Bibliográficos
Autores principales: Sun, Jin, Xu, Xiao-Su, Liu, Yi-Ting, Zhang, Tao, Li, Yao
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4610498/
https://www.ncbi.nlm.nih.gov/pubmed/26334277
http://dx.doi.org/10.3390/s150921807
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author Sun, Jin
Xu, Xiao-Su
Liu, Yi-Ting
Zhang, Tao
Li, Yao
author_facet Sun, Jin
Xu, Xiao-Su
Liu, Yi-Ting
Zhang, Tao
Li, Yao
author_sort Sun, Jin
collection PubMed
description The case of large azimuth misalignment angles in a strapdown inertial navigation system (SINS) is analyzed, and a method of using the adaptive UPF for the initial alignment is proposed. The filter is based on the idea of a strong tracking filter; through the introduction of the attenuation memory factor to effectively enhance the corrections of the current information residual error on the system, it reduces the influence on the system due to the system simplification, and the uncertainty of noise statistical properties to a certain extent; meanwhile, the UPF particle degradation phenomenon is better overcome. Finally, two kinds of non-linear filters, UPF and adaptive UPF, are adopted in the initial alignment of large azimuth misalignment angles in SINS, and the filtering effects of the two kinds of nonlinear filter on the initial alignment were compared by simulation and turntable experiments. The simulation and turntable experiment results show that the speed and precision of the initial alignment using adaptive UPF for a large azimuth misalignment angle in SINS under the circumstance that the statistical properties of the system noise are certain or not have been improved to some extent.
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spelling pubmed-46104982015-10-26 Initial Alignment of Large Azimuth Misalignment Angles in SINS Based on Adaptive UPF Sun, Jin Xu, Xiao-Su Liu, Yi-Ting Zhang, Tao Li, Yao Sensors (Basel) Article The case of large azimuth misalignment angles in a strapdown inertial navigation system (SINS) is analyzed, and a method of using the adaptive UPF for the initial alignment is proposed. The filter is based on the idea of a strong tracking filter; through the introduction of the attenuation memory factor to effectively enhance the corrections of the current information residual error on the system, it reduces the influence on the system due to the system simplification, and the uncertainty of noise statistical properties to a certain extent; meanwhile, the UPF particle degradation phenomenon is better overcome. Finally, two kinds of non-linear filters, UPF and adaptive UPF, are adopted in the initial alignment of large azimuth misalignment angles in SINS, and the filtering effects of the two kinds of nonlinear filter on the initial alignment were compared by simulation and turntable experiments. The simulation and turntable experiment results show that the speed and precision of the initial alignment using adaptive UPF for a large azimuth misalignment angle in SINS under the circumstance that the statistical properties of the system noise are certain or not have been improved to some extent. MDPI 2015-08-31 /pmc/articles/PMC4610498/ /pubmed/26334277 http://dx.doi.org/10.3390/s150921807 Text en © 2015 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/4.0/).
spellingShingle Article
Sun, Jin
Xu, Xiao-Su
Liu, Yi-Ting
Zhang, Tao
Li, Yao
Initial Alignment of Large Azimuth Misalignment Angles in SINS Based on Adaptive UPF
title Initial Alignment of Large Azimuth Misalignment Angles in SINS Based on Adaptive UPF
title_full Initial Alignment of Large Azimuth Misalignment Angles in SINS Based on Adaptive UPF
title_fullStr Initial Alignment of Large Azimuth Misalignment Angles in SINS Based on Adaptive UPF
title_full_unstemmed Initial Alignment of Large Azimuth Misalignment Angles in SINS Based on Adaptive UPF
title_short Initial Alignment of Large Azimuth Misalignment Angles in SINS Based on Adaptive UPF
title_sort initial alignment of large azimuth misalignment angles in sins based on adaptive upf
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4610498/
https://www.ncbi.nlm.nih.gov/pubmed/26334277
http://dx.doi.org/10.3390/s150921807
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