Adaptive tracking control of hydraulic robot manipulator using hybrid intelligent system (ANFIS)

被引:0
|
作者
Fateh, Makhloufi [1 ]
Noureddine, Guersi [2 ]
Mohamed, Frihi [2 ]
机构
[1] Department of Mechanical Engineering, University Badji Mokhtar(UBMA), BP 12-23000, Annaba, Algeria
[2] Department of Electronics, University Badji Mokhtar(UBMA), BP 12-23000, Annaba, Algeria
来源
关键词
Adaptive neuro-fuzzy inference system - Adaptive tracking control - Comparative evaluations - Computed torque controllers - Hybrid intelligent system - Robot arms - Structured uncertainties - Unstructured uncertainty;
D O I
暂无
中图分类号
学科分类号
摘要
The motion control of an experimental hydraulically actuated robot with structured uncertainty (parameter uncertainty, unknown loads, inaccuracies in the torque constants of the actuators, and others) and unstructured uncertainty (high-frequency modes, neglected time-delays, unknown friction forces, stick-slip oscillations, and unknown oil viscosity, etc...) is considered. As a solution we propose two control techniques based on ANFIS: Adaptive Neuro Fuzzy Inference System based computed torque controller (type PD), and Adaptive Neuro Fuzzy Inference System based PD plus I controller. Comparative evaluations with respect to conventional PD controller are presented to validate the controllers design. The simulated and experimental results presented emphasize that a satisfactory tracking precision could be achieved using ANFIS controllers. Copyright © 2014 SoftMotor Ltd.
引用
收藏
页码:292 / 299
相关论文
共 50 条
  • [1] Adaptive tracking control for robot manipulator
    Wai, RJ
    Tu, CY
    Hsieh, KY
    INTERNATIONAL JOURNAL OF SYSTEMS SCIENCE, 2004, 35 (11) : 615 - 627
  • [2] Trajectory Tracking Control of Robot Manipulator Using Hybrid Control Strategy
    Teklu, A.
    Mozaryn, J.
    Acta Physica Polonica A, 2024, 146 (04) : 430 - 437
  • [3] An adaptive robust tracking control for robot manipulator
    Wang, Yaonan
    Peng, Jinzhu
    ICMIT 2007: MECHATRONICS, MEMS, AND SMART MATERIALS, PTS 1 AND 2, 2008, 6794 : U46 - U51
  • [4] Neuro-adaptive hybrid controller for robot-manipulator tracking control
    Indian Inst of Technology, New Delhi, India
    IEE Proc Control Theory Appl, 3 (270-275):
  • [5] Neuro-adaptive hybrid controller for robot-manipulator tracking control
    Behera, L
    Chaudhury, S
    Gopal, M
    IEE PROCEEDINGS-CONTROL THEORY AND APPLICATIONS, 1996, 143 (03): : 270 - 275
  • [6] Design of intelligent optimal tracking control for robot manipulator
    Wai, RJ
    Tu, CH
    Hsieh, KY
    PROCEEDINGS OF THE 2003 IEEE/ASME INTERNATIONAL CONFERENCE ON ADVANCED INTELLIGENT MECHATRONICS (AIM 2003), VOLS 1 AND 2, 2003, : 478 - 483
  • [7] Adaptive backstepping trajectory tracking control of robot manipulator
    Hu, Qinglei
    Xu, Liang
    Zhang, Aihua
    JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS, 2012, 349 (03): : 1087 - 1105
  • [8] HYBRID ADAPTIVE ROBUST-CONTROL FOR A ROBOT MANIPULATOR
    DAWSON, DM
    QU, Z
    LEWIS, FL
    INTERNATIONAL JOURNAL OF ADAPTIVE CONTROL AND SIGNAL PROCESSING, 1992, 6 (06) : 537 - 545
  • [9] Design of Intelligent Hybrid Force and Position Control of Robot Manipulator
    Rani, Komal
    Kumar, Naveen
    6TH INTERNATIONAL CONFERENCE ON SMART COMPUTING AND COMMUNICATIONS, 2018, 125 : 42 - 49
  • [10] Tracking Control of Robot Manipulator with Friction Compensation Using Time-Delay Control and an Adaptive Fuzzy Logic System
    Sun, Yao
    Liang, Xichang
    Wan, Yi
    ACTUATORS, 2023, 12 (05)