A Fuzzy Logic Controller tuned with PSO for 2 DOF robot trajectory control

被引:173
|
作者
Bingul, Zafer [1 ]
Karahan, Oguzhan [1 ]
机构
[1] Kocaeli Univ, Dept Mechatron Engn, Kocaeli, Turkey
关键词
Fuzzy Logic Controller; PSO; PID; Robot trajectory control; PID CONTROLLERS; DESIGN; SYSTEM;
D O I
10.1016/j.eswa.2010.07.131
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, a 2 DOF planar robot was controlled by Fuzzy Logic Controller tuned with a particle swarm optimization. For a given trajectory, the parameters of Mamdani-type-Fuzzy Logic Controller (the centers and the widths of the Gaussian membership functions in inputs and output) were optimized by the particle swarm optimization with three different cost functions. In order to compare the optimized Fuzzy Logic Controller with different controller, the PID controller was also tuned with particle swarm optimization. In order to test the robustness of the tuned controllers, the model parameters and the given trajectory were changed and the white noise was added to the system. The simulation results show that Fuzzy Logic Controller tuned by particle swarm optimization is better and more robust than the PID tuned by particle swarm optimization for robot trajectory control. (C) 2010 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1017 / 1031
页数:15
相关论文
共 50 条
  • [1] A Fuzzy Logic Controller Tuned with PSO for Delta Robot Trajectory Control
    Lu, Xingguo
    Liu, Ming
    [J]. IECON 2015 - 41ST ANNUAL CONFERENCE OF THE IEEE INDUSTRIAL ELECTRONICS SOCIETY, 2015, : 4345 - 4351
  • [2] DESIGN OF A FUZZY LOGIC CONTROLLER FOR A 2-DOF ROBOT MANIPULATOR
    Ayas, Mustafa Sinasi
    Danayiyen, Yahya
    Altas, Ismail Hakki
    [J]. 2013 INTERNATIONAL CONFERENCE ON ELECTRONICS, COMPUTER AND COMPUTATION (ICECCO), 2013, : 265 - 268
  • [3] Fuzzy logic based tuning of sliding mode controller for robot trajectory control
    Ryu, SH
    Park, JH
    [J]. 2001 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION, VOLS I-IV, PROCEEDINGS, 2001, : 2974 - 2979
  • [4] PSO Tuning for Fuzzy PD plus I Controller applied to a Mobile Robot Trajectory Control
    Campos, J.
    Jaramillo, S.
    Morales, L.
    Camacho, O.
    Chavez, D.
    Pozo, D.
    [J]. PROCEEDINGS 3RD INTERNATIONAL CONFERENCE ON INFORMATION SYSTEMS AND COMPUTER SCIENCE (INCISCOS 2018), 2018, : 62 - 68
  • [5] 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
    [J]. ROBOTICA, 2024, : 2801 - 2824
  • [6] Predictive fuzzy logic controller for trajectory tracking of a mobile robot
    Jiang, XH
    Motai, Y
    Zhu, XQ
    [J]. SMCIA/05: PROCEEDINGS OF THE 2005 IEEE MID-SUMMER WORKSHOP ON SOFT COMPUTING IN INDUSTRIAL APPLICATIONS, 2005, : 29 - 32
  • [7] Control the Robot Movement by Fuzzy Logic Controller
    Khemissi, Yousfi
    Abdulwahab, Amrani
    [J]. 2010 SECOND INTERNATIONAL CONFERENCE ON COMPUTER ENGINEERING AND APPLICATIONS: ICCEA 2010, PROCEEDINGS, VOL 1, 2010, : 37 - 41
  • [8] PSO-Optimized Fuzzy Logic Controller for a Single Wheel Robot
    Al-Mamun, Abdullah
    Zhu, Zhen
    [J]. TRENDS IN INTELLIGENT ROBOTICS, 2010, 103 : 330 - 337
  • [9] A PSO-TUNED FUZZY LOGIC SYSTEM FOR POSITION TRACKING OF MOBILE ROBOT
    Huang, Chaojiong
    Farooq, Umar
    Liu, Haiying
    Gu, Jason
    Luo, Jun
    [J]. INTERNATIONAL JOURNAL OF ROBOTICS & AUTOMATION, 2019, 34 (01): : 84 - 94
  • [10] Field-Oriented Control of the PMSM with 2-DOF PI Controller Tuned by Using PSO
    Celik, Hakan
    Yigit, Tevfik
    [J]. 2018 INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND DATA PROCESSING (IDAP), 2018,