Research on the trajectory tracking of a curved road in an active lane change scenario based on model predictive control algorithm

IF 1.9 4区 工程技术 Q3 ENGINEERING, MECHANICAL Advances in Mechanical Engineering Pub Date : 2023-09-01 DOI:10.1177/16878132231200389
Wei Wang, Fufan Qu, Chong Guo, Wenbo Li
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Abstract

In this paper, a control method for trajectory planning and tracking of an intelligent vehicle is proposed. In terms of trajectory planning, a trajectory planning method for curved lane changes is designed based on conventional lane change trajectory planning and considering the adaptive correction of road curvature. In addition, curve trajectory tracking control strategy based on model predictive control is designed. Model predictive control is suitable for multi-input and multi-output nonlinear models, and it has the advantage of considering model constraints. This type of control makes the model output more in line with vehicle dynamics characteristics and improves the trajectory tracking accuracy. Finally, the simulation shows that the method proposed in this paper can generate a reasonable curved lane-changing trajectory, and under the consideration of the vehicle dynamics constraints, the MPC algorithm is used to effectively follow the expected trajectory, so that the vehicle can change lanes smoothly.
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基于模型预测控制算法的主动变道场景下弯道轨迹跟踪研究
提出了一种用于智能车辆轨迹规划与跟踪的控制方法。在轨迹规划方面,在常规变道轨迹规划的基础上,考虑道路曲率的自适应校正,设计了一种弯曲变道轨迹规划方法。此外,设计了基于模型预测控制的曲线轨迹跟踪控制策略。模型预测控制适用于多输入多输出非线性模型,具有考虑模型约束的优点。这种控制方式使模型输出更符合车辆动力学特性,提高了轨迹跟踪精度。最后,仿真结果表明,本文提出的方法能够生成合理的弯曲变道轨迹,并在考虑车辆动力学约束的情况下,利用MPC算法有效地跟随预期轨迹,使车辆能够顺利变道。
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来源期刊
Advances in Mechanical Engineering
Advances in Mechanical Engineering 工程技术-机械工程
CiteScore
3.60
自引率
4.80%
发文量
353
审稿时长
6-12 weeks
期刊介绍: Advances in Mechanical Engineering (AIME) is a JCR Ranked, peer-reviewed, open access journal which publishes a wide range of original research and review articles. The journal Editorial Board welcomes manuscripts in both fundamental and applied research areas, and encourages submissions which contribute novel and innovative insights to the field of mechanical engineering
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