Position tracking and balancing control of ball balancer system using intelligent controllers

被引:3
|
作者
Varshney, Ankita [1 ]
Bhushan, Bharat [1 ]
Singh, Rupam [1 ]
机构
[1] Delhi Technol Univ, Dept Elect Engn, Main Bawana Rd, Delhi 110042, India
关键词
ANFIS; adaptive neuro-fuzzy inference system; artificial neural network controller; ball balancer system; intelligent controller;
D O I
10.1504/IJMIC.2021.119037
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper develops an intelligent control approach for achieving the non-linear control of a two degrees of freedom (2DoF) ball balancer system. The ball balancer system provides an example of an inherently unstable and underactuated electromechanical system that can be used to realise the problem of position tracking and balancing control in robotic systems. Besides, intelligent control takes into consideration the system characteristics and parameters and incorporates the heuristic knowledge and a human logical approach to best train the controller for achieving the desired control task. In this research, the robustness of the intelligent controller is realised by developing an adaptive neuro-fuzzy inference system (ANFIS) which is applied with the ball balancer system to achieve position tracking and balancing control. The numerical simulations are carried out using the first-principles method to perform the system modelling, design, and development of the control strategy for a two-dimensional ball balancer system. The performance of the proposed controller is assessed in terms of the time domain characteristics and a comparative study is done to demonstrate the superiority of intelligent control techniques over classical control techniques.
引用
收藏
页码:69 / 79
页数:11
相关论文
共 50 条
  • [1] Augmentation in Performance of Real-Time Balancing and Position Tracking Control for 2-DOF Ball Balancer System Using Intelligent Controllers
    Tomar, Basant
    Kumar, Narendra
    Sreejeth, Mini
    [J]. Wireless Personal Communications, 2024, 138 (04) : 2227 - 2257
  • [2] Self-Balancing and Position Control of a Balancer System Using a Pattern-Based Intelligent Optimization Method
    Chaudhary, Abhishek
    Bhushan, Bharat
    [J]. INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 2023, 37 (12)
  • [3] Real-Time Balancing and Position Tracking Control of 2-DOF Ball Balancer Using PID with Integral ANTI-WINDUP Controller
    Basant Tomar
    Narendra Kumar
    Mini Sreejeth
    [J]. Journal of Vibration Engineering & Technologies, 2024, 12 : 5055 - 5071
  • [4] Real-Time Balancing and Position Tracking Control of 2-DOF Ball Balancer Using PID with Integral ANTI-WINDUP Controller
    Tomar, Basant
    Kumar, Narendra
    Sreejeth, Mini
    [J]. JOURNAL OF VIBRATION ENGINEERING & TECHNOLOGIES, 2024, 12 (03) : 5055 - 5071
  • [5] Position control of a ball balancer system using Particle Swarm Optimization, BAT and Flower Pollination Algorithm
    Sharma, Ajit Kumar
    Bhushan, Bharat
    [J]. INTERNATIONAL JOURNAL OF PARALLEL EMERGENT AND DISTRIBUTED SYSTEMS, 2023, 38 (03) : 213 - 228
  • [6] Improving Self-Balancing and Position Tracking Control for Ball Balancer Application with Discrete Wavelet Transform-Based Fuzzy Logic Controller
    Singh, Rupam
    Bhushan, Bharat
    [J]. INTERNATIONAL JOURNAL OF FUZZY SYSTEMS, 2021, 23 (01) : 27 - 41
  • [7] Improving Self-Balancing and Position Tracking Control for Ball Balancer Application with Discrete Wavelet Transform-Based Fuzzy Logic Controller
    Rupam Singh
    Bharat Bhushan
    [J]. International Journal of Fuzzy Systems, 2021, 23 : 27 - 41
  • [8] Position Control and Tracking of Ball and Plate System Using Fuzzy Sliding Mode Controller
    Negash, Andinet
    Singh, Nagendra P.
    [J]. AFRO-EUROPEAN CONFERENCE FOR INDUSTRIAL ADVANCEMENT, AECIA 2014, 2015, 334 : 123 - 132
  • [9] Composite Disturbance Rejection Control for Ball Balancer System
    Pinagapani, Arun Kumar
    Mani, Geetha
    Chandran, K. R.
    Pandian, Karthik
    [J]. INTERNATIONAL CONFERENCE ON ROBOTICS AND SMART MANUFACTURING (ROSMA2018), 2018, 133 : 124 - 133
  • [10] Intelligent Position Control for Intelligent Pneumatic Actuator with Ball-Beam (IPABB) System
    Muftah, Mohamed Naji
    Faudzi, Ahmad Athif Mohd
    Sahlan, Shafishuhaza
    Mohamaddan, Shahrol
    [J]. APPLIED SCIENCES-BASEL, 2022, 12 (21):