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A New Perspective on Low-Cost MEMS-Based AHRS Determination
Attitude and heading reference system (AHRS) is the term used to describe a rigid body’s angular orientation in three-dimensional space. This paper describes an AHRS determination and control system developed for navigation systems by integrating gyroscopes, accelerometers, and magnetometers signals...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7920449/ https://www.ncbi.nlm.nih.gov/pubmed/33669466 http://dx.doi.org/10.3390/s21041383 |
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author | Navidi, Neda Landry, Rene |
author_facet | Navidi, Neda Landry, Rene |
author_sort | Navidi, Neda |
collection | PubMed |
description | Attitude and heading reference system (AHRS) is the term used to describe a rigid body’s angular orientation in three-dimensional space. This paper describes an AHRS determination and control system developed for navigation systems by integrating gyroscopes, accelerometers, and magnetometers signals from low-cost MEMS-based sensors in a complementary adaptive Kalman filter. AHRS estimation based on the iterative Kalman filtering process is required to be initialized first. A new method for AHRS initialization is proposed to improve the accuracy of the initial attitude estimates. Attitude estimates derived from the initialization and iterative adaptive filtering processes are compared with the orientation obtained from a high-end reference system. The improvement in the accuracy of the initial orientation as significant as 45% is obtained from the proposed method as compared with other selected techniques. Additionally, the computational process is reduced by 96%. |
format | Online Article Text |
id | pubmed-7920449 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-79204492021-03-02 A New Perspective on Low-Cost MEMS-Based AHRS Determination Navidi, Neda Landry, Rene Sensors (Basel) Article Attitude and heading reference system (AHRS) is the term used to describe a rigid body’s angular orientation in three-dimensional space. This paper describes an AHRS determination and control system developed for navigation systems by integrating gyroscopes, accelerometers, and magnetometers signals from low-cost MEMS-based sensors in a complementary adaptive Kalman filter. AHRS estimation based on the iterative Kalman filtering process is required to be initialized first. A new method for AHRS initialization is proposed to improve the accuracy of the initial attitude estimates. Attitude estimates derived from the initialization and iterative adaptive filtering processes are compared with the orientation obtained from a high-end reference system. The improvement in the accuracy of the initial orientation as significant as 45% is obtained from the proposed method as compared with other selected techniques. Additionally, the computational process is reduced by 96%. MDPI 2021-02-16 /pmc/articles/PMC7920449/ /pubmed/33669466 http://dx.doi.org/10.3390/s21041383 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 Navidi, Neda Landry, Rene A New Perspective on Low-Cost MEMS-Based AHRS Determination |
title | A New Perspective on Low-Cost MEMS-Based AHRS Determination |
title_full | A New Perspective on Low-Cost MEMS-Based AHRS Determination |
title_fullStr | A New Perspective on Low-Cost MEMS-Based AHRS Determination |
title_full_unstemmed | A New Perspective on Low-Cost MEMS-Based AHRS Determination |
title_short | A New Perspective on Low-Cost MEMS-Based AHRS Determination |
title_sort | new perspective on low-cost mems-based ahrs determination |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7920449/ https://www.ncbi.nlm.nih.gov/pubmed/33669466 http://dx.doi.org/10.3390/s21041383 |
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