Vehicle velocity estimation based on WSS/IMU with wheel slip recognition

被引:1
|
作者
Yuan, Liangxin [1 ]
Chen, Hao [2 ]
Wang, Yuan [1 ]
Lian, Xiaomin [1 ,3 ]
机构
[1] Tsinghua Univ, Sch Vehicle & Mobil, Beijing, Peoples R China
[2] Nanyang Technol Univ, Sch Mech & Aerosp Engn, Singapore, Singapore
[3] Tsinghua Univ, Sch Vehicle & Mobil, 30 Shuangqing Rd, Beijing 10084, Peoples R China
关键词
Velocity estimation; vehicle dynamic control; wheel slip; sensor fusion; WSS; IMU; SIDESLIP ANGLE;
D O I
10.1177/09544070231181163
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
Accurate velocity is of great significance to vehicle dynamic control, and vehicle velocity estimation based on wheel speed sensor (WSS) and inertial measurement unit (IMU) is more cost-effective than other sensors. Unavoidable wheel slip will result in velocity vector estimation error. To solve this problem, this paper proposed a novel wheel slip recognition criterion when using WSS/IMU for velocity estimation. The basic idea is to deduce the strict relationship between wheel speed, angular rate, and specific force when the wheel does not slip, and the slipping wheel will destroy this balance, which can be used to determine whether the wheel is slipping. Wheels identified as slipping are isolated from fusion, and only non-slipping wheels can be used for velocity estimation. In addition, the analysis shows that the wheel slip recognition is robust and works well even if there is an estimation error in the lateral velocity during vehicle turning. The co-simulation based on Carsim-Simulink shows that the proposed wheel slip recognition can ensure accurate vehicle velocity estimation at various working conditions. The real vehicle test further verified the important role of wheel slip recognition for velocity estimation.
引用
收藏
页码:3194 / 3219
页数:26
相关论文
共 50 条
  • [1] Slip Ratio Estimation for Electric Vehicle with In-wheel Motors based on EKF without Detection of Vehicle Velocity
    Zhang, Yilin
    Zhao, Haiyan
    Yuan, Lei
    Chen, Hong
    PROCEEDINGS OF THE 28TH CHINESE CONTROL AND DECISION CONFERENCE (2016 CCDC), 2016, : 4427 - 4432
  • [2] IMU-Based Automated Vehicle Slip Angle and Attitude Estimation Aided by Vehicle Dynamics
    Xiong, Lu
    Xia, Xin
    Lu, Yishi
    Liu, Wei
    Gao, Letian
    Song, Shunhui
    Han, Yanqun
    Yu, Zhuoping
    SENSORS, 2019, 19 (08):
  • [3] Experimental Validation of Vehicle Velocity, Attitude and IMU Bias Estimation
    Scholte, Wouter J.
    Marco, Vicent Rodrigo
    Nijmeijer, Henk
    IFAC PAPERSONLINE, 2019, 52 (08): : 118 - 123
  • [4] Tracking Control of Wheel Slip Ratio with Velocity Estimation for Vehicle Anti-lock Braking System
    Du, Haiping
    Li, Weihua
    Zhang, Yongjun
    2015 27TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC), 2015, : 1900 - 1905
  • [5] Joint Wheel-Slip and Vehicle-Motion Estimation Based on Inertial, GPS, and Wheel-Speed Sensors
    Berntorp, Karl
    IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2016, 24 (03) : 1020 - 1027
  • [6] Kinematics-Based Analytical Solution for Wheel Slip Angle Estimation of a RWD Vehicle with Drift
    Chaichaowarat, Ronnapee
    Wannasuphoprasit, Witaya
    ENGINEERING JOURNAL-THAILAND, 2016, 20 (02): : 89 - 107
  • [7] Vehicle velocity estimation using effective inertia for an in-wheel electric vehicle
    S. Y. Ko
    J. W. Ko
    S. M. Lee
    J. S. Cheon
    H. S. Kim
    International Journal of Automotive Technology, 2014, 15 : 815 - 821
  • [8] VEHICLE VELOCITY ESTIMATION USING EFFECTIVE INERTIA FOR AN IN-WHEEL ELECTRIC VEHICLE
    Ko, S. Y.
    Ko, J. W.
    Lee, S. M.
    Cheon, J. S.
    Kim, H. S.
    INTERNATIONAL JOURNAL OF AUTOMOTIVE TECHNOLOGY, 2014, 15 (05) : 815 - 821
  • [9] Dynamic-Model-free vehicle velocity estimation using extended Kalman filter with IMU, steering Angle, and wheel speed sensors
    Seo, Dongwoo
    Kang, Jaeyoung
    MEASUREMENT, 2025, 242
  • [10] Vehicle velocity, side slip angles and yaw rate estimation
    Cherouat, H
    Braci, M
    Diop, S
    ISIE 2005: Proceedings of the IEEE International Symposium on Industrial Electronics 2005, Vols 1- 4, 2005, : 349 - 354