首页|采用转角补偿LQR的自动驾驶集卡路径跟踪控制

采用转角补偿LQR的自动驾驶集卡路径跟踪控制

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为了解决自动驾驶集卡中半挂车在行驶过程中的路径偏移问题,提出了一种引入铰接角偏差和转角补偿的线性二次调节器(LQR)控制方法.基于集卡三自由度动力学模型建立了考虑铰接角偏差的路径跟踪误差模型;通过采用比例-积分-微分(PID)算法进行转角补偿设计了LQR路径跟踪控制器;通过MATLAB/Simulink和TruckSim搭建联合仿真平台,在不同工况下进行仿真分析验证.结果表明:通过采用提出的路径跟踪算法,引入PID转角补偿,牵引车平均距离偏差降低62%以上,半挂车平均距离偏差降低31%以上,航向偏差和铰接角偏差也均有所改善.因此,该文提出的控制算法具有较好的路径跟踪性能,提高了对期望路径跟踪的精度和稳定性.
Path tracking control of autonomous container trucks using angular compensation LQR
A linear quadratic regulator(LQR)control method with incorporating articulated angle deviation and steering angle compensation was proposed to address the issue of path deviation of semi-trailer in the process of driving of autonomous container trucks.Based on the three-degree-of-freedom dynamic model of the truck,a path tracking error model was established with considering articulated angle deviation.The linear quadratic regulator(LQR)path tracking controller was designed by compensating for the steering angle using the proportion-integral-derivative(PID)algorithm.A joint simulation platform was built using MATLAB/Simulink and TruckSim to perform simulation analysis under different condition.The results show that the average deviation in distance between the tractor and the desired path is reduced by more than 62%,and the average deviation in distance between the semi-trailer and the desired path is reduced by more than 31%by adopting the proposed path tracking algorithm and introducing PID steering compensation.The heading deviation and articulation angle deviation are also improved.Therefore,the proposed control algorithm demonstrates good path tracking performance,enhancing accuracy and stability in tracking the desired trajectory.

autonomous container truckspath trackingpath deviationarticulated angle deviationlinear quadratic regulator(LQR)PID steering compensation

曹莉凌、刘威、代堃鹏、周国峰

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上海海洋大学工程学院,上海 201306,中国

上智联智能科技有限公司,上海 201403,中国

自动驾驶集卡 路径跟踪 路径偏移 铰接角偏差 线性二次调节器(LQR) PID转角补偿

十三五"蓝色粮仓科技创新"国家重点研发计划项目

2019YFD0900805

2024

汽车安全与节能学报
清华大学

汽车安全与节能学报

CSTPCD北大核心
影响因子:0.748
ISSN:1676-8484
年,卷(期):2024.15(3)
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