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杨音文, 孙博, 孙永厚, 等. 智能车辆换道路径规划算法研究与验证J. 桂林电子科技大学学报, 2025, 45(5): 441-448. DOI: 10.16725/j.1673-808X.2023192
引用本文: 杨音文, 孙博, 孙永厚, 等. 智能车辆换道路径规划算法研究与验证J. 桂林电子科技大学学报, 2025, 45(5): 441-448. DOI: 10.16725/j.1673-808X.2023192
YANG Yinwen, SUN Bo, SUN Yonghou, et al. Research and verification of lane changing path planning for intelligent vehiclesJ. Journal of Guilin University of Electronic Technology, 2025, 45(5): 441-448. DOI: 10.16725/j.1673-808X.2023192
Citation: YANG Yinwen, SUN Bo, SUN Yonghou, et al. Research and verification of lane changing path planning for intelligent vehiclesJ. Journal of Guilin University of Electronic Technology, 2025, 45(5): 441-448. DOI: 10.16725/j.1673-808X.2023192

智能车辆换道路径规划算法研究与验证

Research and verification of lane changing path planning for intelligent vehicles

  • 摘要: 针对高速公路环境下智能车辆换道过程中的安全性、舒适性和实时性问题,提出一种基于Frenet坐标系下的换道路径规划算法。首先,利用三次样条曲线对车载摄像头获取的车道线信息进行参考线拟合,在Frenet坐标系下,对车辆运动进行横纵向解耦,通过时间和位置点采样生成五次多项式换道候选轨迹簇;其次,利用以加速度变化率为核心的代价函数评估各轨迹成本,并考虑最大曲率、最大加速度和碰撞约束,筛选出最优换道轨迹;最后,使用多点预瞄的横向控制算法,验证规划轨迹的可行性。仿真结果表明,换道路径规划算法能够实时生成安全舒适、无碰撞的换道轨迹,满足换道实时性要求。

     

    Abstract: A lane-changing path planning algorithm based on the Frenet coordinate system is proposed to address the safety, comfort, and real-time issues of intelligent vehicles during lane changing in highway environments. Firstly, cubic spline curves are used to fit reference lines to lane-line information obtained from vehicle-mounted cameras. In the Frenet coordinate system, vehicle motion is decoupled longitudinal and laterally, and a fifth-degree polynomial lane changing candidate trajectory cluster is generated through time and position point sampling. Secondly, the cost function with acceleration change rate as the core is used to evaluate each trajectory, and considering maximum curvature, maximum acceleration, and collision constraints, the optimal lane-changing trajectory is selected. Finally, the feasibility of planning the trajectory is verified using a multi-point preview lateral control algorithm. The simulation results show that the lane changing path planning algorithm can generate safe, comfortable, and collision-free lane-changing trajectories in real-time, meeting the requirements of real-time lane changing.

     

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