Estimating the Roll Angle for a Two-Wheeled Single-Track Vehicle Using a Kalman Filter

被引:1
|
作者
Chuang, Tzu-Yi [1 ]
Zhang, Xiao-Dong [1 ,2 ]
Chen, Chih-Keng [1 ]
机构
[1] Natl Taipei Univ Technol, Dept Vehicle Engn, Taipei 10608, Taiwan
[2] Ningde Normal Univ, Sch Informat & Mechatron Engn, Ningde 352100, Peoples R China
关键词
two-wheeled vehicle; IMU; Roll angle estimation; Kalman filter;
D O I
10.3390/s22228991
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
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.
引用
收藏
页数:13
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