重庆理工大学学报(自然科学) ›› 2023, Vol. 37 ›› Issue (7): 51-61.

• 车辆工程 • 上一篇    下一篇

基于改进自抗扰补偿的无人驾驶车辆轨迹跟踪

秦 超,魏民祥   

  1. 南京航空航天大学 能源与动力学院,南京 21001
  • 出版日期:2023-08-15 发布日期:2023-08-15
  • 作者简介::秦超,男,硕士研究生,主要从事车辆智能控制研究,Email:2012422143@qq.com;通信作者 魏民祥,男,博士,教 授,主要从事车辆安全与控制研究,Email:weimx@nuaa.edu.cn。

Trajectory tracking of unmanned vehicles based on improved active disturbance rejection compensation

  • Online:2023-08-15 Published:2023-08-15

摘要: 针对无人驾驶车辆在轨迹跟踪控制中由于模型不精确和内外干扰使得跟踪精度下 降的问题,提出模型预测控制(MPC)和改进型自抗扰控制补偿相结合的控制算法。先建立 MPC控制器,为了提升计算的实时性,将非线性模型预测控制转化为线性时变模型预测控制。 由于模型不精确和内外扰动会使车辆产生轨迹偏差,构建了一种更加平滑的非线性函数,进而 设计改进型自抗扰控制,以横向偏差和横摆角偏差趋于零为目标来补偿车辆的前轮角,提升无 人驾驶车辆的轨迹跟踪性能和抗干扰性能。不同工况下的仿真结果表明:此方法可以有效地完 成轨迹跟踪,且跟踪偏差较小,并对外界干扰和车辆参数变化具有较强的鲁棒性。

关键词: 轨迹跟踪精度, 模型预测控制, 改进型自抗扰控制, 非线性函数, 抗干扰

Abstract: Aiming at the problem that the tracking accuracy of unmanned vehicles in trajectory tracking control decreases due to imprecision of the model and internal and external interference, this paper proposes a control algorithm combining model predictive control (MPC) and improved active disturbance rejection control compensation. Firstly, an MPC controller is established. In order to improve the real-time performance of the calculation, a nonlinear model predictive control is transformed into linear time-varying model predictive control. Due to trajectory deviations caused attributed to the inaccuracy of the model and internal and external disturbance, a smoother nonlinear function is constructed, and then the improved active disturbance rejection control is designed. With the lateral deviation and the angular deviation tending to be zero as the goal to compensate the front wheel angles of the vehicle, this paper enhances the unmanned vehicle trajectory tracking performance and anti-jamming performance. The simulation results under different working conditions show that this method effectively completes trajectory tracking with small tracking deviations, and has strong robustness to external interference and vehicle parameter change.

中图分类号: 

  • U461