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Position: Home > Articles > 基于模型预测控制的自动泊车研究 Agricultural Equipment & Vehicle Engineering 2023 (6) 141-146

基于模型预测控制的自动泊车研究

作  者:
赵佳伟;王兆强;马思群;张黎明
单  位:
上海工程技术大学机械与汽车工程学院;国网浙江桐乡市供电有限公司
关键词:
平行泊车;路径规划;跟踪控制;模型预测控制;贝塞尔曲线
摘  要:
随着城市繁荣发展,停车愈加困难,自动泊车技术在保证停车安全的同时提高停车效率。自动泊车技术主要解决泊车路径规划和路径跟踪控制2个关键问题。路径规划主要考虑路径曲率不连续导致汽车位姿调整不平滑、路径跟踪不可靠问题,结合平行泊车过程中的环境约束和车辆本身的结构约束,采用逆推法,提出利用2段3阶贝塞尔曲线,形成一条曲率连续且无碰撞的泊车路径;路径跟踪控制主要考虑跟踪误差精度问题,采用模型预测控制算法设计路径跟踪器,以前轮转角和车辆速度变化率为约束条件求取最优控制解。最后,利用Car Sim和Simulink搭建联合仿真平台。仿真结果显示,由于规划的路径曲率连续,前轮转角不会产生突变,同时路径跟踪控制器能有效控制车辆沿着规划路线行驶,跟踪误差达到厘米级别,能实现车辆自动平行泊车操作。
作  者:
ZHAO Jiawei;WANG Zhaoqiang;MA Siqun;ZHANG Liming;School of Mechanical and Automotive Engineering, Shanghai University of Engineering Science;State Grid Zhejiang Tongxiang Power Supply Company;
关键词:
parallel parking;;path planning;;track control;;model predictive control;;Bézier curve
摘  要:
With the prosperous development of cities, parking is becoming more and more difficult. Automatic parking technology can effectively alleviate the problem of parking anxiety for novice drivers and ensure parking safety while improving efficiency. The implementation of automatic parking technology mainly needs to solve the two key problems of parking path planning and path tracking control. For the problem that the vehicle pose adjustment is not smooth and unreliable path tracking due to discontinuous path curvature,taking into account the environmental constraints in the parallel parking process and the structural constraints of the vehicle itself, a backpropagation method is proposed to form a collision-free parking path with continuous curvature by using a two-segment third-order Bessel curve. For the path tracking control, the problems of tracking error accuracy is mainly considered, a model predictive control algorithm is used to design the path tracker, and the front wheel turning angle and the speed change rate of the vehicle are used as constraints to find the optimal control solution. Finally, a simulation platform is built using CarSim and Simulink. The simulation results show that due to the continuous path curvature, the front wheel turning angle of the vehicle will not produce sudden changes, while the path tracking controller can effectively control the vehicle along the planned route with a tracking error of centimeter level, which can realize the automatic parallel parking operation of the vehicle.

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