A Novel Heading Predictive Control Model for Autonomous Ground Vehicles

被引:0
|
作者
Zhou, Junjie [1 ]
Tang, Shouxing [1 ]
Li, Xueyuan [1 ]
Yin, Xufeng [1 ]
机构
[1] Beijing Inst Technol, Sci & Technol Vehicular Transmiss Lab, Beijing 100081, Peoples R China
来源
2016 IEEE INTERNATIONAL CONFERENCE ON MECHATRONICS AND AUTOMATION | 2016年
关键词
Model Predictive control; heading angle; autonomous ground vehicle; vehicle dynamics; trajectory tracking; AVOIDANCE;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A novel heading predictive control model for autonomous ground vehicles is proposed in the present paper. The developed approach includes a nonlinear vehicle dynamic model which takes the actual tire side - slip characteristics into account and a new predictive function obtained from the stationary solution of the 2DOF vehicle dynamic model. The effectiveness of the new heading predictive control model is identified in different vehicle speed and desired heading angle inputs, also showing the increasing tracking error as the vehicle is running faster or turning more severely. Comparisons to the previous model are conducted for both step response and sinusoidal response, and it is revealed that the new model is more realistic and appropriate for the handling of future autonomous vehicles. Although the old model shows good tracking accuracy, it should be used more carefully in practice due to the imprecision of the control system. The present model has a potential to test whether the planning of path and heading angle can be correctly tracked in the real condition, and it is valuable to be used to investigate the correlation between the constraints of path planning and vehicle dynamics.
引用
收藏
页码:117 / 121
页数:5
相关论文
共 50 条
  • [1] Model predictive control for autonomous ground vehicles: a review
    Yu S.
    Hirche M.
    Huang Y.
    Chen H.
    Allgöwer F.
    Autonomous Intelligent Systems, 2021, 1 (01):
  • [2] A hierarchical Model Predictive Control framework for autonomous ground vehicles
    Falcone, R.
    Borrelli, F.
    Tseng, H. E.
    Asgari, J.
    Hrovat, D.
    2008 AMERICAN CONTROL CONFERENCE, VOLS 1-12, 2008, : 3719 - +
  • [3] Predictive Control of Autonomous Steering for Ground Vehicles
    Rafaila, Razvan C.
    Livint, Gheorghe
    2015 9TH INTERNATIONAL SYMPOSIUM ON ADVANCED TOPICS IN ELECTRICAL ENGINEERING (ATEE), 2015, : 543 - 547
  • [4] A model predictive speed tracking control approach for autonomous ground vehicles
    Zhu, Min
    Chen, Huiyan
    Xiong, Guangming
    MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2017, 87 : 138 - 152
  • [5] Finite-set Model Predictive Speed and Heading Control of Autonomous Surface Vehicles with Unmeasured States
    Peng, Zhouhua
    Zhang, Bao
    Sun, Qiuyue
    Wang, Dan
    Han, Min
    Liu, Lu
    Wang, Haoliang
    2019 TENTH INTERNATIONAL CONFERENCE ON INTELLIGENT CONTROL AND INFORMATION PROCESSING (ICICIP), 2019, : 158 - 163
  • [6] Model Predictive Control for Autonomous Driving Vehicles
    Vu, Trieu Minh
    Moezzi, Reza
    Cyrus, Jindrich
    Hlava, Jaroslav
    ELECTRONICS, 2021, 10 (21)
  • [7] Model Predictive Control for Autonomous Underwater Vehicles
    Gomes, Rui
    Pereira, Fernando Lobo
    PROCEEDINGS OF THE 13TH INTERNATIONAL SYMPOSIUM INTELLIGENT SYSTEMS 2018 (INTELS'18), 2019, 150 : 19 - 27
  • [8] Best Response Model Predictive Control for Agile Interactions Between Autonomous Ground Vehicles
    Williams, Grady
    Goldfain, Brian
    Drews, Paul
    Rehg, James M.
    Theodorou, Evangelos A.
    2018 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION (ICRA), 2018, : 2403 - 2410
  • [9] A Novel Dynamic Model-Based Predictive Control of Unmanned Ground Vehicles
    Zuo, Zhiqiang
    Yang, Mengjia
    Wang, Yijing
    2018 13TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA), 2018, : 461 - 466
  • [10] Model Predictive Control Method for Autonomous Vehicles in Roundabouts
    Farkas, Zsofia
    Mihaly, Andras
    Gaspar, Peter
    MACHINES, 2023, 11 (01)