Adaptive Robust Fuzzy Control and Implementation for Path Tracking of a Mobile Robot

被引:0
|
作者
Vinh, Tran Quang [1 ]
Giap, Nguyen Hoang [1 ]
Kim, Tae-Won [1 ]
Jeong, Moon-Gyo [1 ]
Shin, Jin-Ho [2 ]
Kim, Won-Ho [2 ]
机构
[1] Dong Eui Univ, Grad Sch, Dept Intelligent Syst Engn, Busan, South Korea
[2] Dong Eui Univ, Dept Mechatron Engn, Busan, South Korea
关键词
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, an adaptive robust fuzzy control scheme with a genetic algorithm (GA) is proposed to solve the path tracking problem of a wheeled mobile robot. The presented controller consists of a fuzzy basis function network (FBFN) to approximate an unknown nonlinear function of the robot dynamics with uncertainties. A genetic algorithm is employed in the fuzzy inference to optimize the fuzzy rules of FBFN. The robust term with adaptive update rules is designed to suppress the external disturbances, hence it makes the system insensitive to the noises and disturbances of the environment. The robot dynamics including the actuator dynamics is considered. The stability and the convergence of the tracking errors are guaranteed by using the Lyapunov stability theory. The validity and robustness of the proposed control scheme are demonstrated through computer simulations and experiments with a wheeled mobile robot.
引用
收藏
页码:1926 / +
页数:2
相关论文
共 50 条
  • [1] Adaptive robust fuzzy control for path tracking of a wheeled mobile robot
    Giap, Nguyen Hoang
    Shin, Jin-Ho
    Kim, Won-Ho
    ARTIFICIAL LIFE AND ROBOTICS, 2008, 13 (01) : 134 - 138
  • [2] Path tracking for wheeled mobile robot based on adaptive robust control
    Shi, Wenrui
    Xu, Lijia
    Chen, Sanyan
    Liang, Yuan
    PROCEEDINGS OF THE 2019 31ST CHINESE CONTROL AND DECISION CONFERENCE (CCDC 2019), 2019, : 3086 - 3091
  • [3] Practical implementation of an effective robust adaptive fuzzy variable structure tracking control for a wheeled mobile robot
    Begnini, Mauricio
    Bertol, Douglas Wildgrube
    Martins, Nardenio Almeida
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2018, 35 (01) : 1087 - 1101
  • [4] Global Fuzzy Adaptive Hierarchical Path Tracking Control of a Mobile Robot With Experimental Validation
    Hwang, Chih-Lyang
    Fang, Wei-Li
    IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2016, 24 (03) : 724 - 740
  • [5] Robust adaptive tracking control of wheeled mobile robot
    Xin, Linjie
    Wang, Qinglin
    She, Jinhua
    Li, Yuan
    ROBOTICS AND AUTONOMOUS SYSTEMS, 2016, 78 : 36 - 48
  • [6] Adaptive Fuzzy Control for Trajectory Tracking of Mobile Robot
    Liang, Yuming
    Xu, Lihong
    Wei, Ruihua
    Hu, Haigen
    IEEE/RSJ 2010 INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS (IROS 2010), 2010, : 4755 - 4760
  • [7] Path Tracking Control of a Mobile Robot using Fuzzy Logic
    Al-Dahhan, Mohammed Rabeea Hashim
    Ali, Mohammad M.
    2016 13TH INTERNATIONAL MULTI-CONFERENCE ON SYSTEMS, SIGNALS & DEVICES (SSD), 2016, : 82 - 88
  • [8] Adaptive fuzzy control for mobile robot obstacle avoidance based on virtual line path tracking
    Li, Baoguo
    Zhang, Chunxi
    2006 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND BIOMIMETICS, VOLS 1-3, 2006, : 1454 - +
  • [9] Adaptive Path Tracking Control Design for a Wheeled Mobile Robot
    Naveed, Kanwal
    Khan, Zeashan H.
    CONFERENCE PROCEEDINGS OF 2017 3RD IEEE INTERNATIONAL CONFERENCE ON CONTROL SCIENCE AND SYSTEMS ENGINEERING (ICCSSE), 2017, : 194 - 199
  • [10] Robust path tracking control of mobile robot via dynamic petri recurrent fuzzy neural network
    Wai, Rong-Jong
    Liu, Chia-Ming
    Lin, You-Wei
    SOFT COMPUTING, 2011, 15 (04) : 743 - 767