A STABLE SELF-ORGANIZING FUZZY PD CONTROL FOR ROBOT MANIPULATORS

被引:0
|
作者
Salas, Francisco [1 ]
Llama, Miguel [1 ]
Santibanez, Victor [1 ]
机构
[1] Inst Tecnol La Laguna, Div Estudios Posgrad & Invest, Apdo Postal 49,Adm 1, Torreon 27001, Coahuila, Mexico
关键词
Self-organizing fuzzy control; PD control; Robot control; Uniform ultimate boundedness;
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
In this paper we propose a Self-Organizing Fuzzy Proportional Derivative (SOF-PD) tracking controller for robot manipulators, which exploits the simplicity and robustness of the simple PD control and enhances its benefits. This proposed controller has a gain-scheduling structure, in which, based on the position error, a SOF system performs the gains tuning of a simple PD controller in the feedback loop. The SOF system is a fuzzy system in which the inference rules are continuously updated according to two performance index tables designed for adjusting in a separated way the P and D gains. The tuning of the gains is performed independently for each joint. By using the Lyapunov theory, it is shown that, for an arbitrary bounded desired trajectory, uniform ultimate boundedness of the tracking errors is guaranteed by selecting suitable maximum and minimum allowed PD gain values. This stability result can be generalized to others varying gains schemes for PD tracking control, in which the gains are bounded functions of the tracking errors. Experimental results in a two degrees of freedom robotic arm show the superiority of the proposed approach over the classic PD control, in terms of the position errors.
引用
收藏
页码:2065 / 2086
页数:22
相关论文
共 50 条
  • [41] Self-organizing fuzzy intelligent system
    Li, CS
    Lee, CY
    CONFERENCE RECORD OF THE 2002 IEEE INDUSTRY APPLICATIONS CONFERENCE, VOLS 1-4, 2002, : 473 - 477
  • [42] A design of fuzzy self-organizing controller
    Hwang, CJ
    Yen, TT
    FUZZ-IEEE '96 - PROCEEDINGS OF THE FIFTH IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS 1-3, 1996, : 1567 - 1572
  • [43] Fuzzy Relational Self-Organizing Maps
    Khalilia, Mohammed
    Popescu, Mihail
    2012 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS (FUZZ-IEEE), 2012,
  • [44] A self-organizing adaptive fuzzy controller
    Lee, CH
    Wang, SD
    FUZZY SETS AND SYSTEMS, 1996, 80 (03) : 295 - 313
  • [45] Integrated planning and control of mobile robot with self-organizing neural network
    Low, KH
    Leow, WK
    Ang, MH
    2002 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION, VOLS I-IV, PROCEEDINGS, 2002, : 3870 - 3875
  • [46] SELF-ORGANIZING CONTROL SYSTEMS
    MESAROVIC, MD
    IEEE TRANSACTIONS ON APPLICATIONS AND INDUSTRY, 1964, 83 (74): : 265 - &
  • [47] BARRONS SELF-ORGANIZING CONTROL
    TILLEY, EA
    IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1971, SMC1 (01): : 84 - &
  • [48] Deep Hierarchical Interval Type 2 Self-Organizing Fuzzy System for Data-Driven Robot Control
    Mei, Zhen
    Zhao, Tao
    Liu, Nian
    PROCESSES, 2022, 10 (10)
  • [49] EXPERIMENTAL IMPLEMENTATIONS OF ADAPTIVE SELF-ORGANIZING FUZZY SLIDING MODE CONTROL TO 3-DOF REHABILITATION ROBOT
    Chang, Ming-Kun
    Yuan, Tsan-Hsiu
    INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL, 2009, 5 (10B): : 3391 - 3404
  • [50] Experimental implementations of adaptive self-organizing fuzzy sliding mode control to 3-DOF rehabilitation robot
    Chang, Ming-Kun
    Yuan, Tsan-Hsiu
    International Journal of Innovative Computing, Information and Control, 2009, 5 (10): : 3391 - 3404