Fault Diagnosis and Fault-Tolerant Compensation Strategy for Wheel Angle Sensor of Steer-by-Wire Vehicle via Extended Kalman Filter

被引:27
|
作者
Zou, Songchun [1 ]
Zhao, Wanzhong [1 ]
Liang, Weihe [1 ]
Wang, Chunyan [1 ]
Chen, Feng [2 ]
机构
[1] Nanjing Univ Aeronaut & Astronaut, Coll Energy & Power Engn, Nanjing 210016, Peoples R China
[2] Zhejiang Vie Sci & Technol Co Ltd, Zhuji City 311835, Zhejiang, Peoples R China
基金
中国国家自然科学基金;
关键词
Sensors; Wheels; Fault tolerant systems; Sensor systems; Redundancy; Permanent magnet motors; Mathematical models; Steer-by-wire; extended Kalman filter; wheel angle estimation; fault diagnosis; fault-tolerant compensation;
D O I
10.1109/JSEN.2021.3131588
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In order to improve the fault-tolerant performance of wheel angle sensor of steer-by-wire (SBW) vehicle, a fault diagnosis and fault-tolerant compensation (FDFTC) strategy for wheel angle sensor of SBW vehicle via extended Kalman filter (EKF) is proposed in this paper. Firstly, the steering motor model, rack and pinion model, vehicle dynamics model and variable transmission ratio model are established. Then, based on the analytical redundancy method, the EKF algorithm is adopted to obtain the wheel angle estimation signal. On this basis, a sensor FDFTC strategy with improved majority voting scheme is proposed, which is composed of fault diagnosis module and fault isolation compensation module. Finally, combined with Matlab/Simulink and Carsim, the estimation results are analyzed under sinusoidal condition and double lane change condition, and the performance of the proposed FDFTC strategy is further verified under the sensor stuck fault condition, deviation fault condition and noise interference condition. The results indicate that the proposed FDFTC strategy can not only accurately diagnose the fault signal, but also reconstruct the correct wheel angle signal, which is of great significance to improve the safety and reliability of SBW vehicle.
引用
收藏
页码:1756 / 1766
页数:11
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