基于转向模式切换的三轴独立转向车辆路径跟踪控制研究

Hao Zhang, Chao Wei*, Jibin Hu, Yongdan Chen

*此作品的通讯作者

科研成果: 期刊稿件文章同行评审

摘要

Three axle independent steering vehicles are widely used in special fields and are gradually developing towards unmanned and intelligent, with path tracking control methods being an important research content. Three axle independent steering vehicles have more complex steering behaviour compared to traditional vehicles, so it is necessary to fully consider the impact of their steering characteristics in the path tracking control process. This study focuses on the steering control problem of a three axis independent steering unmanned vehicle during path tracking. A multi degree of freedom model is established based on theoretical mechanics and tire magic formulas, and the differences in lateral displacement and yaw angle changes under different steering modes are compared. Then, using the actual vehicle response data as a reference, the non dominated sorting genetic algorithm II(NSGA-II) was used to optimize the multi degree of freedom model parameters, and the dataset was obtained through model simulation. The steering mode switching strategy is developed through the BP neural network, and finally the mode switching strategy is introduced into the model predictive controller. Simulation and actual vehicle test results show that the tracking accuracy of three-axis independent steering vehicles can be effectively improved through steering mode switching during the path tracking process.

投稿的翻译标题Research on Three-axis Independent Steering Vehicle Path Tracking Control Based on Steering Mode Switching
源语言繁体中文
页(从-至)243-251
页数9
期刊Jixie Gongcheng Xuebao/Chinese Journal of Mechanical Engineering
60
2
DOI
出版状态已出版 - 1月 2024

关键词

  • independent steering
  • mode switch
  • neural network
  • path tracking
  • three-axis vehicle

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