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基于转向响应特性的智能车辆轨迹跟踪双闭环控制

徐彬 张大鹏 杨海洋 韩子勇

徐彬, 张大鹏, 杨海洋, 韩子勇. 基于转向响应特性的智能车辆轨迹跟踪双闭环控制[J]. 机械工程学报, 2022, 42(7): 706-712. doi: 10.15918/j.tbit1001-0645.2021.328
引用本文: 徐彬, 张大鹏, 杨海洋, 韩子勇. 基于转向响应特性的智能车辆轨迹跟踪双闭环控制[J]. 机械工程学报, 2022, 42(7): 706-712. doi: 10.15918/j.tbit1001-0645.2021.328
XU Bin, ZHANG Dapeng, YANG Haiyang, HAN Ziyong. Dual Closed-Loop Control of Intelligent Vehicles Trajectory Tracking Based on Steering Response Characteristics[J]. JOURNAL OF MECHANICAL ENGINEERING, 2022, 42(7): 706-712. doi: 10.15918/j.tbit1001-0645.2021.328
Citation: XU Bin, ZHANG Dapeng, YANG Haiyang, HAN Ziyong. Dual Closed-Loop Control of Intelligent Vehicles Trajectory Tracking Based on Steering Response Characteristics[J]. JOURNAL OF MECHANICAL ENGINEERING, 2022, 42(7): 706-712. doi: 10.15918/j.tbit1001-0645.2021.328

基于转向响应特性的智能车辆轨迹跟踪双闭环控制

doi: 10.15918/j.tbit1001-0645.2021.328
详细信息
    作者简介:

    徐彬(1982-),男,研究员,硕士生导师,E-mail:bitxubin@bit.edu.cn

  • 中图分类号: U461

Dual Closed-Loop Control of Intelligent Vehicles Trajectory Tracking Based on Steering Response Characteristics

  • 摘要: 智能车辆轨迹跟踪的准确性与鲁棒性是车辆运动控制性能的重要表征,基于路径预瞄信息的跟踪控制研究使车辆性能显著提升. 然而,车辆转向系统响应不足给车辆实时准确的基于预瞄信息跟踪参考轨迹带来挑战. 针对此问题,实时引入转向系统状态建立双闭环轨迹跟踪控制结构,保证智能车辆轨迹跟踪控制算法对转向系统响应不足的鲁棒性. 具体结构外环基于预瞄信息使用模型预测控制求解最优转向角,内环基于转向状态误差使用PID方法设计反馈控制律以补偿转向响应不足. 双闭环结构耦合控制输入保证了车辆鲁棒最优跟踪控制. 最后通过Carsim与Simulink联合仿真,验证了该双闭环控制结构的有效性.

     

  • 图  车辆二自由度运动学模型

    Figure  1.  The two-degree-of-freedom kinematics model of the vehicle

    图  双闭环鲁棒跟踪控制方案

    Figure  2.  Dual closed-loop robust tracking control scheme

    图  圆形轨迹仿真结果对比

    Figure  3.  Comparison of simulation results of circular tra­jectories

    图  S形轨迹仿真结果对比

    Figure  4.  Comparison of simulation results of S trajecto­ries

    图  不同转向响应特性对比

    Figure  5.  Comparison of different steering response char­acteristics

    表  1  传统MPC&双闭环控制误差

    Table  1.   Traditional MPC & dual closed loop con­trol rms value

    算法横向误差/m前轮转角误差
    /(°)
    传统MPC0.8260.212
    双闭环控制0.2210.118
    下载: 导出CSV

    表  2  横向误差均方根值对比

    Table  2.   Comparison of RMS Value of Lateral Er­ror

    转向响应特性MPC双闭环
    0.90.6270.097
    0.9250.5450.081
    0.950.4530.083
    0.9750.3640.060
    10.2730.062
    下载: 导出CSV
  • [1] 吕文杰, 马戎, 李岁劳, 等. 基于纯追踪模型的路径跟踪改进算法[J]. 测控技术, 2011, 30(7):5. doi: 10.3969/j.issn.1000-8829.2011.07.002

    LÜ Wenjie, MA Rong, LI suilao, et al. An improved algorithm based on pure pursuit model for path tracking[J]. Measurement & Control Technology, 2011, 30(7):5. (in Chinese) doi: 10.3969/j.issn.1000-8829.2011.07.002
    [2] SNIDER J M. Automatic steering methods for autonomous automobile path track­ing[R]. Pittsburgh: Carnegie Mellon Uni­versity Pittsburgh PA Robotics Institute, CMURITR-09-08, 2009.
    [3] SIAMPIS Efstathios, VELENIS Efstathios, GARIUOLO Salvatore, et al. A real-time nonlinear model predictive control strategy for stabilization of an electric vehicle at the limits of handling[J]. IEEE Transactions on Control Systems Technology, 2018, 26(6):1982 − 1994.
    [4] STEPHEN Erlien M, SUSUMU Fujita, JOSEPH Christian Gerdes, et al. Shared steering control using safe envelopes for obstacle avoidance and vehicle stability[J]. IEEE Transactions on Intelligent Transportation Systems, 2016, 17(2):441 − 451.
    [5] GUO Hongyan, SHEN Chen, ZHANG Hui. Simultaneous trajectory planning and tracking using an MPC method for cyberphysical systems: a case study of ob­stacle avoidance for an intelligent vehicle[J]. IEEE Transactions on Industrial Informatics, 2018, 14(9):4273 − 4283.
    [6] SCHWARTING Wilko, ALONSO Mora Javier, LIAM Paull, et al. Safe nonlinear trajectory generation for parallel autonomy with a dynamic vehicle model[J]. IEEE Transactions on Intelligent Transportation Systems, 2018, 19(9):2994 − 3008.
    [7] 刘凯, 王威, 龚建伟, 等. 越野地形下智能车辆的动力学建模与轨迹跟踪[J]. 北京理工大学学报, 2019, 39(9):933 − 937.

    LIU Kai, WANG Wei, GONG Jianwei et al. Dynamic modeling and trajectory tracking of intelligent vehicles in off-road terrain[J]. Transactions of Beijing Institute of Technology, 2019, 39(9):933 − 937. (in Chinese)
    [8] 陈特, 徐兴, 蔡英凤, 等. 基于状态估计的无人车前轮转角与横摆稳定协调控制[J]. 北京理工大学学报, 2021, 41(10):1050 − 1057.

    CHEN Te, XU Xing, CAI Yingfeng, et al. Coordinated control of front-wheel steering angle and yaw stability for unmanned ground vehicle based on state estimation[J]. Transactions of Beijing Institute of Technology, 2021, 41(10):1050 − 1057. (in Chinese)
    [9] BAI G, MENG Y, LIU L, et al. Review and comparison of path tracking based on model predictive control[J]. Electronics, 2019, 8(10):1077. doi: 10.3390/electronics8101077
    [10] KIM E, KIM J, SUN Woo M. Model predictive control strategy for smooth path tracking of autonomous vehicles with steering actuator dynamics[J]. International Journal of Automotive Technology, 2014, 15(7):1155 − 1164.
    [11] CHEN Shen, GUO Hongyan, LIU Feng, et al. MPC-based path tracking controller design for autonomous ground vehicles[C]//Proceedings of 2017 36th Chinese Control Conference (CCC), Dalian: [s. n.], 2017, 9584 − 9589. doi: 10.23919/ChiCC.2017.8028887.
    [12] CHEN Yimin, HU Chuan, WANG Junmin. Hu­man-centered trajectory tracking control for autonomous vehicles with driver cut-in behavior prediction[J]. IEEE Trans. Vehicular Technology, 2019, 68(9):8461 − 8471. doi: 10.1109/TVT.2019.2927242
    [13] CAO Jingwei, SONG Chuanxue, PENG Silun, et al. Trajectory tracking control algorithm for autonomous vehicle considering cor­nering characteristics[J]. IEEE Access, 2020(8):59470 − 59484.
    [14] TANG Luqi, YAN Fuwu, ZOU Bin, et al. An improved kinematic model predictive control for high-speed path tracking of autonomous vehicles[J]. IEEE Access, 2020, 8:51400 − 51413. doi: 10.1109/ACCESS.2020.2980188
    [15] TAN Qifan, WANG Xu, JAVAD TAGHIA, et al. Force control of two-wheel-steer four-wheel-drive vehicles using model predictive control and sequential quadratic programming for improved path tracking[J]. International Journal of Advanced Robotic Systems, 2017, 11:1 − 15. doi: 10.1177/1729881417746295
    [16] NAM Hyunsik, CHOI Wansik, AHN Changsun. Model predictive control for evasive steering of an autonomous vehicle[J]. International Journal of Automotive Technology, 2019, 20(5):1033 − 1042.
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出版历程
  • 收稿日期:  2021-11-29
  • 刊出日期:  2022-08-17

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