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Use of the Magnetic Field for Improving Gyroscopes’ Biases Estimation

An accurate orientation is crucial to a satisfactory position in pedestrian navigation. The orientation estimation, however, is greatly affected by errors like the biases of gyroscopes. In order to minimize the error in the orientation, the biases of gyroscopes must be estimated and subtracted. In t...

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Autores principales: Munoz Diaz, Estefania, de Ponte Müller, Fabian, García Domínguez, Juan Jesús
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5422193/
https://www.ncbi.nlm.nih.gov/pubmed/28398232
http://dx.doi.org/10.3390/s17040832
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author Munoz Diaz, Estefania
de Ponte Müller, Fabian
García Domínguez, Juan Jesús
author_facet Munoz Diaz, Estefania
de Ponte Müller, Fabian
García Domínguez, Juan Jesús
author_sort Munoz Diaz, Estefania
collection PubMed
description An accurate orientation is crucial to a satisfactory position in pedestrian navigation. The orientation estimation, however, is greatly affected by errors like the biases of gyroscopes. In order to minimize the error in the orientation, the biases of gyroscopes must be estimated and subtracted. In the state of the art it has been proposed, but not proved, that the estimation of the biases can be accomplished using magnetic field measurements. The objective of this work is to evaluate the effectiveness of using magnetic field measurements to estimate the biases of medium-cost micro-electromechanical sensors (MEMS) gyroscopes. We carry out the evaluation with experiments that cover both, quasi-error-free turn rate and magnetic measurements and medium-cost MEMS turn rate and magnetic measurements. The impact of different homogeneous magnetic field distributions and magnetically perturbed environments is analyzed. Additionally, the effect of the successful biases subtraction on the orientation and the estimated trajectory is detailed. Our results show that the use of magnetic field measurements is beneficial to the correct biases estimation. Further, we show that different magnetic field distributions affect differently the biases estimation process. Moreover, the biases are likewise correctly estimated under perturbed magnetic fields. However, for indoor and urban scenarios the biases estimation process is very slow.
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spelling pubmed-54221932017-05-12 Use of the Magnetic Field for Improving Gyroscopes’ Biases Estimation Munoz Diaz, Estefania de Ponte Müller, Fabian García Domínguez, Juan Jesús Sensors (Basel) Article An accurate orientation is crucial to a satisfactory position in pedestrian navigation. The orientation estimation, however, is greatly affected by errors like the biases of gyroscopes. In order to minimize the error in the orientation, the biases of gyroscopes must be estimated and subtracted. In the state of the art it has been proposed, but not proved, that the estimation of the biases can be accomplished using magnetic field measurements. The objective of this work is to evaluate the effectiveness of using magnetic field measurements to estimate the biases of medium-cost micro-electromechanical sensors (MEMS) gyroscopes. We carry out the evaluation with experiments that cover both, quasi-error-free turn rate and magnetic measurements and medium-cost MEMS turn rate and magnetic measurements. The impact of different homogeneous magnetic field distributions and magnetically perturbed environments is analyzed. Additionally, the effect of the successful biases subtraction on the orientation and the estimated trajectory is detailed. Our results show that the use of magnetic field measurements is beneficial to the correct biases estimation. Further, we show that different magnetic field distributions affect differently the biases estimation process. Moreover, the biases are likewise correctly estimated under perturbed magnetic fields. However, for indoor and urban scenarios the biases estimation process is very slow. MDPI 2017-04-11 /pmc/articles/PMC5422193/ /pubmed/28398232 http://dx.doi.org/10.3390/s17040832 Text en © 2017 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
Munoz Diaz, Estefania
de Ponte Müller, Fabian
García Domínguez, Juan Jesús
Use of the Magnetic Field for Improving Gyroscopes’ Biases Estimation
title Use of the Magnetic Field for Improving Gyroscopes’ Biases Estimation
title_full Use of the Magnetic Field for Improving Gyroscopes’ Biases Estimation
title_fullStr Use of the Magnetic Field for Improving Gyroscopes’ Biases Estimation
title_full_unstemmed Use of the Magnetic Field for Improving Gyroscopes’ Biases Estimation
title_short Use of the Magnetic Field for Improving Gyroscopes’ Biases Estimation
title_sort use of the magnetic field for improving gyroscopes’ biases estimation
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5422193/
https://www.ncbi.nlm.nih.gov/pubmed/28398232
http://dx.doi.org/10.3390/s17040832
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