Two-Wheeled Wheelchair Stabilization Control Using Fuzzy Logic Controller Based Particle Swarm Optimization

被引:0
|
作者
Jamin, Nurul Fadzlina [1 ]
Ghani, Normaniha Abdul [1 ]
机构
[1] UMP, Dept Elect & Elect Engn, Pahang, Malaysia
关键词
two-wheeled wheelchair; double-link inverted pendulum; mathematical modelling; Fuzzy Logic Control; Particle Swarm Optimization; INVERTED PENDULUM;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Designing a control strategy of two-wheeled wheelchair is a very challenging task due to the unstable and highly nonlinear system. In the paper the system is modeled by mimicking a double-link inverted pendulum concept and the mathematical equations is derived using Euler-Lagrange method. Then the state-space representation is applied to the Simulink block diagram in Matlab. The control parameter of the system is compared between trial-and-error method and Particle Swarm Optimization (PSO) algorithm. This strategy is to find the optimal value for the system to get better performance. The system will be simulated using Fuzzy Logic Control (FLC) and FLC-PSO using Matlab/Simulink environment. Simulation results show that the FLC-PSO is better than FLC in terms of overshoot and settling time.
引用
收藏
页码:180 / 185
页数:6
相关论文
共 50 条
  • [1] Two-Wheeled Wheelchair Stabilization Control Using Fuzzy Logic Controller Based Particle Swarm Optimization
    Jamin, Nurul Fadzlina
    Ghani, Normaniha Abdul
    2016 IEEE INTERNATIONAL CONFERENCE ON AUTOMATIC CONTROL AND INTELLIGENT SYSTEMS (I2CACIS), 2016, : 78 - 83
  • [2] Neuro-modelling and fuzzy logic control of a two-wheeled wheelchair system
    Nasir, NIzaruddin M.
    Ghani, Nor Maniha Abdul
    Nasir, Ahmad Nor Kasruddin
    Ahmad, Mohd Ashraf
    Tokhi, Mohammad Osman
    JOURNAL OF LOW FREQUENCY NOISE VIBRATION AND ACTIVE CONTROL, 2025, 44 (01) : 588 - 602
  • [3] EVOLUTIONARY TUNING OF MODULAR FUZZY CONTROLLER FOR TWO-WHEELED WHEELCHAIR
    Ahmad, Salmiah
    Siddique, N. H.
    Tokhi, M. O.
    INTERNATIONAL JOURNAL OF COMPUTATIONAL INTELLIGENCE AND APPLICATIONS, 2012, 11 (02)
  • [4] A Modular Fuzzy Control Approach for Two-Wheeled Wheelchair
    Ahmad, Salmiah
    Siddique, Nazmul H.
    Tokhi, M. Osman
    JOURNAL OF INTELLIGENT & ROBOTIC SYSTEMS, 2011, 64 (3-4) : 401 - 426
  • [5] A Modular Fuzzy Control Approach for Two-Wheeled Wheelchair
    Salmiah Ahmad
    Nazmul H. Siddique
    M. Osman Tokhi
    Journal of Intelligent & Robotic Systems, 2011, 64 : 401 - 426
  • [6] The LQR Controller Design of Two-Wheeled Self-Balancing Robot Based on the Particle Swarm Optimization Algorithm
    Fang, Jian
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2014, 2014
  • [7] Stabilizing control of two-wheeled wheelchair with movable payload using optimized interval type-2 fuzzy logic
    Jamin, Nurul Fadzlina
    Ghani, Nor Maniha Abdul
    Ibrahim, Zuwairie
    Nasir, Ahmad Nor Kasruddin
    Rashid, Mamunur
    Tokhi, Mohammad Osman
    JOURNAL OF LOW FREQUENCY NOISE VIBRATION AND ACTIVE CONTROL, 2021, 40 (03) : 1585 - 1606
  • [8] The control of Two-wheeled Inverted Pendulum Robot (TWIPR) using fuzzy logic
    Kharola, Ashwani
    2015 IEEE INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND COMPUTING RESEARCH (ICCIC), 2015, : 187 - 190
  • [9] Parameter design of logic-based controller for two-wheeled vehicle
    Meijo University
    不详
    不详
    不详
    IEEJ Trans. Ind Appl., 2006, 8 (1086-1094):
  • [10] Adaptive Fuzzy Logic Controller for Harmonics Mitigation Using Particle Swarm Optimization
    Rafique, Waleed
    Khan, Ayesha
    Almogren, Ahmad
    Arshad, Jehangir
    Yousaf, Adnan
    Jaffery, Mujtaba Hussain
    Rehman, Ateeq Ur
    Shafiq, Muhammad
    CMC-COMPUTERS MATERIALS & CONTINUA, 2022, 71 (03): : 4275 - 4293