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Effect Analysis of GNSS/INS Processing Strategy for Sufficient Utilization of Urban Environment Observations

The occlusion of buildings in urban environments leads to the intermittent reception of satellite signals, which limits the utilization of observations. This subsequently results in a decline of the positioning and attitude accuracy of Global Navigation Satellite System (GNSS)/Inertial Navigation Sy...

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Detalles Bibliográficos
Autores principales: Shi, Bo, Wang, Mengke, Wang, Yunpeng, Bai, Yuntian, Lin, Kang, Yang, Fanlin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7830556/
https://www.ncbi.nlm.nih.gov/pubmed/33477331
http://dx.doi.org/10.3390/s21020620
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author Shi, Bo
Wang, Mengke
Wang, Yunpeng
Bai, Yuntian
Lin, Kang
Yang, Fanlin
author_facet Shi, Bo
Wang, Mengke
Wang, Yunpeng
Bai, Yuntian
Lin, Kang
Yang, Fanlin
author_sort Shi, Bo
collection PubMed
description The occlusion of buildings in urban environments leads to the intermittent reception of satellite signals, which limits the utilization of observations. This subsequently results in a decline of the positioning and attitude accuracy of Global Navigation Satellite System (GNSS)/Inertial Navigation System (INS) integrated system (GNSS/INS). This study implements a smooth post-processing strategy based on a tightly coupled differential GNSS/INS. Specifically, this strategy used the INS-estimated position to reinitialize integer ambiguity. The GNSS raw observations were input into the Kalman filter to update the measurement. The Rauch–Tung–Striebel smoothing (RTSS) algorithm was used to process the observations of the entire period. This study analyzed the performance of loosely coupled and tightly coupled systems in an urban environment and the improvement of the RTSS algorithm on the navigation solution from the perspective of fully mining the observations. The experimental results of the simulation data and real data show that, compared with the traditional tightly coupled processing strategy which does not use INS-aided integer ambiguity resolution and RTSS algorithm, the strategy in this study sufficiently utilized INS observations and GNSS observations to effectively improve the accuracy of positioning and attitude and ensure the continuity of navigation results in an obstructed environment.
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spelling pubmed-78305562021-01-26 Effect Analysis of GNSS/INS Processing Strategy for Sufficient Utilization of Urban Environment Observations Shi, Bo Wang, Mengke Wang, Yunpeng Bai, Yuntian Lin, Kang Yang, Fanlin Sensors (Basel) Article The occlusion of buildings in urban environments leads to the intermittent reception of satellite signals, which limits the utilization of observations. This subsequently results in a decline of the positioning and attitude accuracy of Global Navigation Satellite System (GNSS)/Inertial Navigation System (INS) integrated system (GNSS/INS). This study implements a smooth post-processing strategy based on a tightly coupled differential GNSS/INS. Specifically, this strategy used the INS-estimated position to reinitialize integer ambiguity. The GNSS raw observations were input into the Kalman filter to update the measurement. The Rauch–Tung–Striebel smoothing (RTSS) algorithm was used to process the observations of the entire period. This study analyzed the performance of loosely coupled and tightly coupled systems in an urban environment and the improvement of the RTSS algorithm on the navigation solution from the perspective of fully mining the observations. The experimental results of the simulation data and real data show that, compared with the traditional tightly coupled processing strategy which does not use INS-aided integer ambiguity resolution and RTSS algorithm, the strategy in this study sufficiently utilized INS observations and GNSS observations to effectively improve the accuracy of positioning and attitude and ensure the continuity of navigation results in an obstructed environment. MDPI 2021-01-17 /pmc/articles/PMC7830556/ /pubmed/33477331 http://dx.doi.org/10.3390/s21020620 Text en © 2021 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
Shi, Bo
Wang, Mengke
Wang, Yunpeng
Bai, Yuntian
Lin, Kang
Yang, Fanlin
Effect Analysis of GNSS/INS Processing Strategy for Sufficient Utilization of Urban Environment Observations
title Effect Analysis of GNSS/INS Processing Strategy for Sufficient Utilization of Urban Environment Observations
title_full Effect Analysis of GNSS/INS Processing Strategy for Sufficient Utilization of Urban Environment Observations
title_fullStr Effect Analysis of GNSS/INS Processing Strategy for Sufficient Utilization of Urban Environment Observations
title_full_unstemmed Effect Analysis of GNSS/INS Processing Strategy for Sufficient Utilization of Urban Environment Observations
title_short Effect Analysis of GNSS/INS Processing Strategy for Sufficient Utilization of Urban Environment Observations
title_sort effect analysis of gnss/ins processing strategy for sufficient utilization of urban environment observations
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7830556/
https://www.ncbi.nlm.nih.gov/pubmed/33477331
http://dx.doi.org/10.3390/s21020620
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