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Estimating the Roll Angle for a Two-Wheeled Single-Track Vehicle Using a Kalman Filter
This study determines the roll angle for a two-wheeled single-track vehicle during cornering. The kinematics are analyzed by coordinate transformation to determine the relationship between the measured acceleration and the acceleration in the global coordinate. For a measurement error or noise, the...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9694013/ https://www.ncbi.nlm.nih.gov/pubmed/36433586 http://dx.doi.org/10.3390/s22228991 |
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author | Chuang, Tzu-Yi Zhang, Xiao-Dong Chen, Chih-Keng |
author_facet | Chuang, Tzu-Yi Zhang, Xiao-Dong Chen, Chih-Keng |
author_sort | Chuang, Tzu-Yi |
collection | PubMed |
description | This study determines the roll angle for a two-wheeled single-track vehicle during cornering. The kinematics are analyzed by coordinate transformation to determine the relationship between the measured acceleration and the acceleration in the global coordinate. For a measurement error or noise, the state space expression is derived. Using the theory for a Kalman filter, an estimator with two-step measurement updates estimates the yaw rate and roll angle using the acceleration and angular velocity signals from an IMU sensor. A bicycle with relevant electronic products is used as the experimental object for a steady turn, a double lane change and a sine wave turn in real time to determine the effectiveness of the estimator. The results show that the proposed estimator features perfect reliability and accuracy and properly estimates the roll angle for a two-wheeled vehicle using IMU and velocity. |
format | Online Article Text |
id | pubmed-9694013 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-96940132022-11-26 Estimating the Roll Angle for a Two-Wheeled Single-Track Vehicle Using a Kalman Filter Chuang, Tzu-Yi Zhang, Xiao-Dong Chen, Chih-Keng Sensors (Basel) Article This study determines the roll angle for a two-wheeled single-track vehicle during cornering. The kinematics are analyzed by coordinate transformation to determine the relationship between the measured acceleration and the acceleration in the global coordinate. For a measurement error or noise, the state space expression is derived. Using the theory for a Kalman filter, an estimator with two-step measurement updates estimates the yaw rate and roll angle using the acceleration and angular velocity signals from an IMU sensor. A bicycle with relevant electronic products is used as the experimental object for a steady turn, a double lane change and a sine wave turn in real time to determine the effectiveness of the estimator. The results show that the proposed estimator features perfect reliability and accuracy and properly estimates the roll angle for a two-wheeled vehicle using IMU and velocity. MDPI 2022-11-20 /pmc/articles/PMC9694013/ /pubmed/36433586 http://dx.doi.org/10.3390/s22228991 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/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 (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Chuang, Tzu-Yi Zhang, Xiao-Dong Chen, Chih-Keng Estimating the Roll Angle for a Two-Wheeled Single-Track Vehicle Using a Kalman Filter |
title | Estimating the Roll Angle for a Two-Wheeled Single-Track Vehicle Using a Kalman Filter |
title_full | Estimating the Roll Angle for a Two-Wheeled Single-Track Vehicle Using a Kalman Filter |
title_fullStr | Estimating the Roll Angle for a Two-Wheeled Single-Track Vehicle Using a Kalman Filter |
title_full_unstemmed | Estimating the Roll Angle for a Two-Wheeled Single-Track Vehicle Using a Kalman Filter |
title_short | Estimating the Roll Angle for a Two-Wheeled Single-Track Vehicle Using a Kalman Filter |
title_sort | estimating the roll angle for a two-wheeled single-track vehicle using a kalman filter |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9694013/ https://www.ncbi.nlm.nih.gov/pubmed/36433586 http://dx.doi.org/10.3390/s22228991 |
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