A Cost-Effective Sideslip Estimation Method Using Velocity Measurements From Two GPS Receivers

被引:60
作者
Yoon, Jong-Hwa [1 ]
Peng, Huei [2 ]
机构
[1] TRW Automot, Vehicle Stabil Control Syst Design Dept, Livonia, MI 48150 USA
[2] Univ Michigan, Dept Mech Engn, Ann Arbor, MI 48109 USA
关键词
Global Positioning System (GPS); Kalman filter; sideslip estimation; stochastic observability; POSITIONING SYSTEM GPS; VEHICLE SIDESLIP; STATE ESTIMATION; SENSOR; SYNCHRONIZATION;
D O I
10.1109/TVT.2013.2294717
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
This paper demonstrates that the vehicle sideslip can be estimated through the kinematic relationship of velocity measurements from two low-cost GPS receivers. To compensate for the low update rate of low-cost GPS receivers, acceleration/angular rate measurements from an inertial measurement unit (IMU) are merged with the GPS measurements using an extended Kalman filter (EKF). Two technical challenges were addressed: 1) unsynchronized updates of the two GPS receivers and 2) significant delays in GPS velocity measurement. A stochastic observability analysis reveals that the proposed method guarantees the observability when a vehicle has nonzero yaw rates. Experimental verification shows that the vehicle sideslip is estimated regardless of surface friction levels under several maneuvers.
引用
收藏
页码:2589 / 2599
页数:11
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