Control of mobile robot by using evolutionary fuzzy controller

被引:0
|
作者
Kwon, YD [1 ]
Won, JM [1 ]
Lee, JS [1 ]
机构
[1] Pohang Univ Sci & Technol, Dept Elect Engn, Pohang 790784, South Korea
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
An evolutionary fuzzy controller that drives the output parameters of fuzzy logic system in such a way that the Lyapunov function and the system is exponentially stable is presented. The output parameters of the fuzzy logic system are updated for every sampling time in an evolutionary manner. Only part of the parameters associated with the current situation are considered and, thus, the presented evolutionary fuzzy controller significantly reduces the computation time and the output parameters of the fuzzy logic systems are updated with on-line evolution. Also, in order to guarantee the stable operation of the system when the evolution is progressed, the derivative of the Lyapunov function is maintained to be negative semi-definite by introducing the supervisory control input. The presented evolutionary fuzzy controller has been successfully tested for simulation example of a mobile robot stabilizing problem.
引用
收藏
页码:422 / 427
页数:6
相关论文
共 50 条
  • [1] On using evolutionary programming for a mobile robot fuzzy motion controller
    Abdessemed, F
    Benmahammed, K
    Monacelli, E
    [J]. PROCEEDINGS OF THE 2000 IEEE INTERNATIONAL SYMPOSIUM ON INTELLIGENT CONTROL, 2000, : 37 - 42
  • [2] EVOLUTIONARY LEARNING OF A FUZZY CONTROLLER FOR A MOBILE ROBOT
    Halal, Fadi
    Dumitrache, I.
    [J]. UNIVERSITY POLITEHNICA OF BUCHAREST SCIENTIFIC BULLETIN SERIES C-ELECTRICAL ENGINEERING AND COMPUTER SCIENCE, 2007, 69 (03): : 105 - 120
  • [3] Analysis of evolutionary fuzzy controller for a mobile robot
    Cho, SB
    Lee, SI
    [J]. PROGRESS IN CONNECTIONIST-BASED INFORMATION SYSTEMS, VOLS 1 AND 2, 1998, : 440 - 443
  • [4] Speed Control of a Mobile Robot Using Fuzzy Logic Controller
    Hartono, R.
    Nizar, T. N.
    [J]. 2ND INTERNATIONAL CONFERENCE ON INFORMATICS, ENGINEERING, SCIENCE, AND TECHNOLOGY (INCITEST 2019), 2019, 662
  • [5] Rotational control of an omnidirectional mobile robot using a fuzzy servo controller
    Watanabe, K
    Izumi, K
    Tang, J
    Han, FH
    [J]. ADVANCED ROBOTICS, 1998, 12 (03) : 171 - 189
  • [6] Trajectory Tracking Control for a Mobile Robot Using Stochastic Fuzzy Controller
    Tang, Jun
    Watanabe, Keigo
    Nomiyama, Akira
    [J]. Journal of Robotics and Mechatronics, 1997, 9 (02): : 160 - 167
  • [7] A self-organized fuzzy controller for wheeled mobile robot using an evolutionary algorithm
    Kim, SH
    Park, C
    Harashima, F
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2001, 48 (02) : 467 - 474
  • [8] Evolutionary Design of Fuzzy Logic Based Position Controller for Mobile Robot
    Lacevic, Bakir
    Velagic, Jasmin
    [J]. JOURNAL OF INTELLIGENT & ROBOTIC SYSTEMS, 2011, 63 (3-4) : 595 - 614
  • [9] Evolutionary Design of Fuzzy Logic Based Position Controller for Mobile Robot
    Bakir Lacevic
    Jasmin Velagic
    [J]. Journal of Intelligent & Robotic Systems, 2011, 63 : 595 - 614
  • [10] Adaptive Speed Control for Autonomous Mobile Robot Using Fuzzy Logic Controller
    Ahmad, Hamzah
    Mustafa, Wan Nur Diyana Wan
    Mohamed, Mohd Rusllim
    [J]. TRENDS IN INTELLIGENT ROBOTICS, AUTOMATION, AND MANUFACTURING, 2012, 330 : 67 - 74