Adaptive Fuzzy Control for Trajectory Tracking of Mobile Robot

被引:21
|
作者
Liang, Yuming [1 ,2 ]
Xu, Lihong [1 ]
Wei, Ruihua [3 ]
Hu, Haigen [1 ]
机构
[1] Tongji Univ, Dept Control Sci & Engn, Shanghai 200092, Peoples R China
[2] Jiangxi Univ Sci & Technol, Sch Mech & Elect Engn, Ganzhou 341000, Jiangxi, Peoples R China
[3] Tongji Univ, Dept Traff & Transportat Engn, Shanghai 200092, Peoples R China
来源
IEEE/RSJ 2010 INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS (IROS 2010) | 2010年
基金
中国国家自然科学基金; 国家高技术研究发展计划(863计划);
关键词
DESIGN;
D O I
10.1109/IROS.2010.5651060
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Trajectory tracking of the mobile robot is one research hot for the robot. For the control system of the two-wheeled differential drive mobile robot being in nonhonolomic system and the complex relations among the control parameters, it is difficult to solve the problem based on traditional mathematics model. A new control scheme combined with the fuzzy PD(Proportional and Differential) control and the separate integral control is proposed in this paper. The control scheme can not only make full use of the advantage of the fuzzy control, but also have the good steady state tracking ability of the integral control. However, this control scheme introduces so many parameters which are difficult to optimize. In order to realize the online adaptive learning of the control parameters, the modified VFSA (Very Fast Simulated Annealing) is used. The simulation results show that the method is feasible, and can quickly approach the conference trajectory in a short time, and the trajectory tracking error is very small.
引用
收藏
页码:4755 / 4760
页数:6
相关论文
共 50 条
  • [1] Adaptive Trajectory Tracking Control of Wheeled Mobile Robot
    Shen, Xiao
    Shi, Wuxi
    PROCEEDINGS OF THE 2019 31ST CHINESE CONTROL AND DECISION CONFERENCE (CCDC 2019), 2019, : 5161 - 5165
  • [2] Trajectory tracking control of a mobile robot using fuzzy logic controller with optimal parameters
    Tolossa, Tesfaye Deme
    Gunasekaran, Manavaalan
    Halder, Kaushik
    Verma, Hitendra Kumar
    Parswal, Shyam Sundar
    Jorwal, Nishant
    Joseph, Felix Orlando Maria
    Hote, Yogesh Vijay
    ROBOTICA, 2024, 42 (08) : 2801 - 2824
  • [3] Fuzzy adaptive sliding mode controller for electrically driven wheeled mobile robot for trajectory tracking task
    Moudoud, Brahim
    Aissaoui, Hicham
    Diany, Mohammed
    JOURNAL OF CONTROL AND DECISION, 2022, 9 (01) : 71 - 79
  • [4] Universal Dynamic Tracking Control Law for Mobile Robot Trajectory Tracking
    Miah, Suruz
    Shaik, Farhana
    Chaoui, Hicham
    2017 IEEE INTERNATIONAL CONFERENCE ON INDUSTRIAL TECHNOLOGY (ICIT), 2017, : 896 - 901
  • [5] Direct Adaptive Control For Trajectory Tracking Of Mobile Robots
    Thai-Hoang Huynh
    2012 INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION AND INFORMATION SCIENCES (ICCAIS), 2012, : 300 - 305
  • [6] Output Feedback Control For Trajectory Tracking Of Wheeled Mobile Robot
    Asif, Muhammad
    Memon, Attaullah Y.
    Junaid Khan, Muhammad
    INTELLIGENT AUTOMATION AND SOFT COMPUTING, 2016, 22 (01) : 75 - 87
  • [7] Trajectory Tracking Control of an Omnidirectional Mobile Robot with Friction Compensation
    Ren, Chao
    Ma, Shugen
    2016 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS (IROS 2016), 2016, : 5361 - 5366
  • [8] Mixed fuzzy sliding mode three-dimensional trajectory tracking control for a wheeled mobile robot
    Huang Yiqing
    Li Xiaofeng
    Wang Panpan
    Wei Lisheng
    Jiang Ming
    2017 32ND YOUTH ACADEMIC ANNUAL CONFERENCE OF CHINESE ASSOCIATION OF AUTOMATION (YAC), 2017, : 5 - 9
  • [9] Robust adaptive tracking control of wheeled mobile robot
    Xin, Linjie
    Wang, Qinglin
    She, Jinhua
    Li, Yuan
    ROBOTICS AND AUTONOMOUS SYSTEMS, 2016, 78 : 36 - 48
  • [10] Finite-time adaptive trajectory tracking control based on sliding mode for Wheeled Mobile Robot
    Moudoud, Brahim
    Aissaoui, Hicham
    Diany, Mohammed
    2021 18TH INTERNATIONAL MULTI-CONFERENCE ON SYSTEMS, SIGNALS & DEVICES (SSD), 2021, : 1148 - 1153