|
智能四轮转向车辆车道保持控制研究
|
Abstract:
针对智能四轮转向车辆车道保持系统控制行驶时的稳定性需求,提出了一种新的四轮主动转向车道保持控制策略。针对智能车辆车道保持和非线性车辆系统状态估计问题,设计了利用车辆传感模块、曲率预瞄模块结合基于自适应MPC算法的车道保持控制算法,对车辆的稳定性进行分析,设置约束条件,实现对参考车道的精确跟踪。设计权系数后轮主动转向最优控制器,实现四轮转向的最优控制,在Matlab/Simulink中对控制算法的效果进行了验证,仿真结果表明:基于自适应MPC车道保持的最优控制四轮转向方法具有良好的横向控制稳定性和车道保持控制精度。
Aiming at the stability requirements of intelligent four-wheel steering vehicle lane keeping system, a new four-wheel active steering lane keeping control strategy is proposed. Aiming at the problem of intelligent vehicle path tracking and nonlinear vehicle system state estimation, a lane keeping control algorithm based on vehicle sensor module, curvature preview module and adaptive MPC algorithm is designed to analyze the stability of vehicle and set constraints to achieve accurate tracking of reference lane. The weight coefficient optimal controller of rear wheel steering is designed to realize the optimal control of four-wheel steering. The effect of the control algorithm is verified in Matlab/Simulink. The simulation results show that the optimal control of four-wheel steering based on adaptive MPC lane keeping has good lateral control stability and lane keeping control accuracy.
[1] | 张卫波, 张麒麟, 马宁, 吴乙万. 基于模糊PID的智能车辆路径跟踪控制技术研究[J]. 机械制造与自动化, 2018, 47(2): 167-170+174. |
[2] | 罗鹰, 冒兴蜂. 智能汽车换道避障路径规划与跟踪控制研究[J]. 机械设计与制造, 2019(7): 139-143. |
[3] | 周东昇. 基于预瞄滚动时域LQR的无人驾驶汽车路径跟踪研究[D]: [硕士学位论文]. 重庆: 重庆交通大学, 2018. |
[4] | 龚建伟, 姜岩. 无人驾驶车辆模型预测控制[M]. 北京: 北京理工大学出版社, 2014: 49. |
[5] | Pereira, G.C., et al. (2017) Lateral Model Predictive Control for Over-Actuated Autonomous Vehicle. 2017 IEEE Intelligent Vehicles Symposium (IV), Los Angeles, 11-14 June 2017, 310-316. https://doi.org/10.1109/IVS.2017.7995737 |
[6] | 毛丁丁, 邓亚东. 四轮转向智能车辆轨迹跟踪及稳定控制研究[J]. 机械科学与技术, 2020, 39(7): 1094-1099. |
[7] | 李刚, 宗长富, 陈国迎, 洪伟. 线控转向四轮独立驱动电动车的AFS/DYC集成控制[J]. 华南理工大学学报(自然科学版), 2012, 40(3): 150-155. |
[8] | Hu, C., Wang, R., Yan, F., et al. (2015) Output Constraint Control on Path Following of Four-Wheel Independently Actuated Autonomous Ground Vehicles. IEEE Transactions on Vehicular Technology, 65, 4033-4043.
https://doi.org/10.1109/TVT.2015.2472975 |
[9] | Domina, á. and Tihanyi, V. (2019) Comparison of Path Fol-lowing Controllers for Autonomous Vehicles. 2019 IEEE 17th World Symposium on Applied Machine Intelligence and Informatics (SAMI), Herlany, 24-26 January 2019, 147-152. https://doi.org/10.1109/SAMI.2019.8782719 |
[10] | 刘启佳. 四轮转向汽车侧向动力学最优控制和内外环联合控制研究[D]: [博士学位论文]. 北京: 北京理工大学, 2014. |
[11] | 杜峰, 魏朗, 赵建有. 基于状态反馈的四轮转向汽车最优控制[J]. 长安大学学报(自然科学版), 2008, 28(4): 91-94. |
[12] | 田承伟, 宗长富, 何磊, 于志新, 王祥. 汽车线控四轮转向控制策略[J]. 吉林大学学报(工学版), 2010, 40(5): 1177-1182. |
[13] | Hang, P., Chen, X.B. and Luo, F.M. (2017) Path-Tracking Controller Design for a 4WIS and 4WID Electric Vehicle with Steer-by-Wire System. No. 2017-01-1954. SAE Technical Paper. https://doi.org/10.4271/2017-01-1954 |
[14] | Jiang, Z.Z. and Xiao, B.X. (2018) LQR Optimal Control Research for Four-Wheel Steering Forklift Based-On State Feedback. Journal of Mechanical Science and Technology, 32, 2789-2801. https://doi.org/10.1007/s12206-018-0536-7 |
[15] | 谢宪毅, 金立生, 高琳琳, 夏海鹏. 基于变权重系数的LQR车辆后轮主动转向控制研究[J]. 浙江大学学报(工学版), 2018, 52(3): 446-452. |