Model Predictive Control Based on Kautz Function for Autonomous Ground Vehicle Path Following Control Application

被引:0
|
作者
Yakub, Fitri [1 ]
Mori, Yasuchika [1 ]
机构
[1] Tokyo Metropolitan Univ, Dept Human Mechatron Syst, Grad Sch Syst Design, Tokyo 1910065, Japan
关键词
Predictive control; kautz function; delta function; crosswind; autonomous vehicle;
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
This paper introduces and presents model predictive control approach based on Kautz function algorithm for path following control in autonomous car vehicle system. Predictive control is designed based on linearized vehicle and tire model, while the real vehicle is included a roll dynamic motion. The controller based on Kautz functions is compared with conventional method which is called Delta function in order to follow the desired trajectory while rejecting the crosswind. The vehicle is performed at constant middle forward speed maneuver for double lane change scenario through simulation. The result shows the predictive control based on Kautz function give a better tracking performance than conventional method, but has more complexes in term of algorithm implementation. It also demonstrates that Kautz function has a potential to eliminate the unmeasured disturbance or crosswind effect and it significantly improves the vehicle stability, and the trajectory along the desired path.
引用
收藏
页码:1035 / 1040
页数:6
相关论文
共 50 条
  • [31] Model predictive control of an autonomous vehicle
    Kim, B
    Necsulescu, D
    Sasiadek, J
    2001 IEEE/ASME INTERNATIONAL CONFERENCE ON ADVANCED INTELLIGENT MECHATRONICS PROCEEDINGS, VOLS I AND II, 2001, : 1279 - 1284
  • [32] Path Following Control of Autonomous Ground Vehicle Based on Nonsingular Terminal Sliding Mode and Active Disturbance Rejection Control
    Wu, Yan
    Wang, Lifang
    Zhang, Junzhi
    Li, Fang
    IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2019, 68 (07) : 6379 - 6390
  • [33] Dynamic path planning and path following control for autonomous vehicle based on the piecewise affine tire model
    Chen, Wuwei
    Yan, Mingyue
    Wang, Qidong
    Xu, Kai
    PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART D-JOURNAL OF AUTOMOBILE ENGINEERING, 2021, 235 (2-3) : 881 - 893
  • [34] Path tracking framework synthesizing robust model predictive control and stability control for autonomous vehicle
    Yu, Jiaxing
    Pei, Xiaofei
    Guo, Xuexun
    Lin, JianGuo
    Zhu, Maolin
    PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART D-JOURNAL OF AUTOMOBILE ENGINEERING, 2020, 234 (09) : 2330 - 2341
  • [35] Scale Reduction based Efficient Model Predictive Control and Its Application in Vehicle Following Control
    Li, Shengbo Eben
    Jia, Zhenzhong
    Li, Keqiang
    Cheng, Bo
    2013 16TH INTERNATIONAL IEEE CONFERENCE ON INTELLIGENT TRANSPORTATION SYSTEMS - (ITSC), 2013, : 1266 - 1271
  • [36] Model predictive path following control of underwater vehicle based on RBF neural network
    Guo L.
    Gao J.
    Jiao H.
    Song Y.
    Chen Y.
    Pan G.
    Xibei Gongye Daxue Xuebao/Journal of Northwestern Polytechnical University, 2023, 41 (05): : 871 - 877
  • [37] Path following control of autonomous underwater vehicle based upon fuzzy hybrid control
    Ma, Ling
    Cui, Wei-Cheng
    Kongzhi Lilun Yu Yingyong/Control Theory and Applications, 2006, 23 (03): : 341 - 346
  • [38] An Incremental Predictive Functional Control Based on Kautz Model
    Xu Mingzhu
    Jiang Yiping
    Pan Cunzhi
    Wang Zhanzhong
    2009 INTERNATIONAL CONFERENCE ON SUSTAINABLE POWER GENERATION AND SUPPLY, VOLS 1-4, 2009, : 2601 - +
  • [39] Model predictive control for autonomous vehicle path tracking through optimized kinematics
    Nan, Jinrui
    Ge, Ziqi
    Ye, Xucheng
    Burke, Andrew F.
    Zhao, Jingyuan
    RESULTS IN ENGINEERING, 2024, 24
  • [40] Robust Path Tracking Control for Autonomous Vehicle Based on a Novel Fault Tolerant Adaptive Model Predictive Control Algorithm
    Geng, Keke
    Liu, Shuaipeng
    APPLIED SCIENCES-BASEL, 2020, 10 (18):