主办:陕西省汽车工程学会
ISSN 1671-7988  CN 61-1394/TH
创刊:1976年

汽车实用技术 ›› 2024, Vol. 49 ›› Issue (9): 43-49.DOI: 10.16638/j.cnki.1671-7988.2024.009.009

• 智能网联汽车 • 上一篇    

基于 Stanley 单点预瞄的 LKA 融合 控制算法研究

邝士奇   

  1. 长安大学 汽车学院
  • 发布日期:2024-05-11
  • 通讯作者: 邝士奇
  • 作者简介:邝士奇(1998-),男,硕士研究生,研究方向为无人驾驶车辆路径规划,E-mail:335118956@qq.com。

Research on LKA Fusion Control Algorithm Based on Stanley Single Point Preview

KUANG Shiqi   

  1. School of Automobile, Chang'an University
  • Published:2024-05-11
  • Contact: KUANG Shiqi

摘要: 为解决在弯道干扰下车道保持辅助(LKA)系统跟踪精度低、行驶稳定性差的问题, 文章针对装备 LKA 系统的车辆进行操纵稳定性方面的研究。建立了基于单点预瞄最优曲率模 型和 Stanley 算法预瞄模型的目标转角模块,并通过控制转角权重模型允许对各个预瞄模型计 算出的转角进行加权组合。通过其余控制模块的协同工作,确保了目标转角模块可以提供准 确且适宜的转角指导,帮助车辆保持在车道中心,应对各种驾驶路况,实现最佳的转向响应。 文章通过 MATLAB/Simulink 和 TruckSim 搭建了 LKA 系统的车辆仿真平台,通过设置不同的 驾驶工况,研究不同车速、不同道路线型对轨迹跟踪性能的影响。联合仿真验证了算法有效 性,结果显示,所设计的 LKA 融合控制算法模型在弯道干扰下表现出强鲁棒性、高跟踪精度 和稳定性,在多种转向场景中保持了良好的性能和约束满足,确保了行车精确性和稳定性。

关键词: 车道保持辅助系统;联合仿真;单点预瞄;Stanley 算法;MATLAB/Simulink;TruckSim

Abstract: To address the issues of low tracking precision and poor driving stability of the lane keeping assistance (LKA) system when encountering curved roads, this paper focuses on the handling stability of vehicles equipped with the LKA system. A target steering angle module is established based on the single point preview optimal curvature model and the Stanley algorithm preview model. This module allows for a weighted combination of the steering angles calculated by each look-ahead model through the control steering angle weight model. With the collaborative work of other control modules, it ensures that the target steering angle module can provide accurate and appropriate steering guidance to help keep the vehicle centered in its lane and respond optimally to various driving and road conditions. This paper presents a vehicle simulation platform for the LKA system, built using MATLAB/Simulink and TruckSim. By setting various driving scenarios, the effects of different speeds and road shapes on trajectory tracking performance are studied. The co-simulation validates the effectiveness of the algorithm, demonstrating that the designed LKA fusion control algorithm model exhibits strong robustness, high tracking precision, and stability under curve interference. It keeps good performance and constraint satisfaction in various steering scenarios, ensuring precise and stable vehicle operation.

Key words: Lane keeping assistance system; co-simulation; Single point preview; Stanley algorithm; MATLAB/Simulink; TruckSim