Optimal fuzzy PD control for a two-link robot manipulator based on stochastic fractal search

被引:1
作者
The Anh Mai [1 ]
Thai Son Dang [1 ]
机构
[1] Vinh Univ, Sch Engn & Technol, Vinh, Nghe An, Vietnam
关键词
TRAJECTORY TRACKING CONTROL; PID CONTROLLER; ALGORITHM; SYSTEMS; DRIVEN;
D O I
10.1140/epjs/s11734-021-00339-y
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
This paper focuses on the design and optimization of Fuzzy PD controllers for a two-link robot manipulator system. The dynamic equations of the two-link robot manipulator are constructed by the Lagrangian approach. The accurate motion of the robot manipulator to the desired position is implemented by fuzzy PD controllers based on the relational model and the computed torque control method. The fuzzy PD controllers are optimized by the stochastic fractal search method. The proposed control system is also evaluated by comparison with some different systems in the literature such as the genetic algorithm (GA) and the modified neural network algorithm (MNNA) with PID controllers, where its abilities are demonstrated. Numerical simulations are implemented in Matlab using the classical fourth-order Runge-Kutta method to approximate the solution of the initial-value problem. The results have shown advantages of the proposed optimal fuzzy PD controllers in terms of performance such as small error, rapid response, and high stability.
引用
收藏
页码:3935 / 3945
页数:11
相关论文
共 52 条
  • [1] Anisimov D. N., 2017, Mechatronics, Automation and Control, V18, P12, DOI 10.17587/mau.18.298-307
  • [2] Design and implementation of fuzzy-PD controller based on relation models: A cross-entropy optimization approach
    Anisimov, D. N.
    Thai Son Dang
    Banerjee, Santo
    The Anh Mai
    [J]. EUROPEAN PHYSICAL JOURNAL-SPECIAL TOPICS, 2017, 226 (10) : 2393 - 2406
  • [3] Anisimov DN., 2017, MPEI VESTNIK, V4, P101, DOI [10.24160/1993-6982-2017-4-101-109, DOI 10.24160/1993-6982-2017-4-101-109]
  • [4] Awad NH, 2016, IEEE C EVOL COMPUTAT, P3154, DOI 10.1109/CEC.2016.7744188
  • [5] Banerjee S., 2020, FRACTAL PATTERNS NON, V1st, DOI [10.1201/9781315151564, DOI 10.1201/9781315151564]
  • [6] Banerjee S., FRACTAL FUNCTIONS DI, V2021
  • [7] On the PID tracking control of robot manipulators
    Cervantes, I
    Alvarez-Ramirez, J
    [J]. SYSTEMS & CONTROL LETTERS, 2001, 42 (01) : 37 - 46
  • [8] Robust nonlinear fractional order fuzzy PD plus fuzzy I controller applied to robotic manipulator
    Chhabra, Himanshu
    Mohan, Vijay
    Rani, Asha
    Singh, Vijander
    [J]. NEURAL COMPUTING & APPLICATIONS, 2020, 32 (07) : 2055 - 2079
  • [9] On the trajectory tracking control for an SCARA robot manipulator in a fractional model driven by induction motors with PSO tuning
    Coronel-Escamilla, A.
    Torres, F.
    Gomez-Aguilar, J. F.
    Escobar-Jimenez, R. F.
    Guerrero-Ramirez, G. V.
    [J]. MULTIBODY SYSTEM DYNAMICS, 2018, 43 (03) : 257 - 277
  • [10] Disturbance Observer Based Finite Time Trajectory Tracking Control for a 3 DOF Hydraulic Manipulator Including Actuator Dynamics
    Dinh, To Xuan
    Tran Duc Thien
    Truong Hoai Vu Anh
    Ahn, Kyoung Kwan
    [J]. IEEE ACCESS, 2018, 6 : 36798 - 36809