Stabilization and tracking control of underactuated ball and beam system using metaheuristic optimization based TID-F and PIDD2-PI control schemes

In this paper, we propose two different control strategies for the position control of the ball of the ball and beam system (BBS). The first control strategy uses the proportional integral derivative-second derivative with a proportional integrator PIDD2-PI. The second control strategy uses the tilt...

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Main Authors: Zafar, Farhan, Malik, Suheel Abdullah, Ali, Tayyab, Daraz, Amil, Afzal, Abdul Rahman, Bhatti, Farkhunda, Khan, Irfan Ahmed
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Published: Public Library of Science 2024
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Online Access:http://eprints.um.edu.my/45626/
https://doi.org/10.1371/journal.pone.0298624
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spelling my.um.eprints.456262024-11-06T06:22:35Z http://eprints.um.edu.my/45626/ Stabilization and tracking control of underactuated ball and beam system using metaheuristic optimization based TID-F and PIDD2-PI control schemes Zafar, Farhan Malik, Suheel Abdullah Ali, Tayyab Daraz, Amil Afzal, Abdul Rahman Bhatti, Farkhunda Khan, Irfan Ahmed TK Electrical engineering. Electronics Nuclear engineering In this paper, we propose two different control strategies for the position control of the ball of the ball and beam system (BBS). The first control strategy uses the proportional integral derivative-second derivative with a proportional integrator PIDD2-PI. The second control strategy uses the tilt integral derivative with filter (TID-F). The designed controllers employ two distinct metaheuristic computation techniques: grey wolf optimization (GWO) and whale optimization algorithm (WOA) for the parameter tuning. We evaluated the dynamic and steady-state performance of the proposed control strategies using four performance indices. In addition, to analyze the robustness of proposed control strategies, a comprehensive comparison has been performed with a variety of controllers, including tilt integral-derivative (TID), fractional order proportional integral derivative (FOPID), integral-proportional derivative (I-PD), proportional integral-derivative (PI-D), and proportional integral proportional derivative (PI-PD). By comparing different test cases, including the variation in the parameters of the BBS with disturbance, we examine step response, set point tracking, disturbance rejection analysis, and robustness of proposed control strategies. The comprehensive comparison of results shows that WOA-PIDD2-PI-ISE and GWO-TID-F- ISE perform superior. Moreover, the proposed control strategies yield oscillation-free, stable, and quick response, which confirms the robustness of the proposed control strategies to the disturbance, parameter variation of BBS, and tracking performance. The practical implementation of the proposed controllers can be in the field of under actuated mechanical systems (UMS), robotics and industrial automation. The proposed control strategies are successfully tested in MATLAB simulation. Public Library of Science 2024-02 Article PeerReviewed Zafar, Farhan and Malik, Suheel Abdullah and Ali, Tayyab and Daraz, Amil and Afzal, Abdul Rahman and Bhatti, Farkhunda and Khan, Irfan Ahmed (2024) Stabilization and tracking control of underactuated ball and beam system using metaheuristic optimization based TID-F and PIDD2-PI control schemes. PLoS ONE, 19 (2). e0298624. ISSN 1932-6203, DOI https://doi.org/10.1371/journal.pone.0298624 <https://doi.org/10.1371/journal.pone.0298624>. https://doi.org/10.1371/journal.pone.0298624 10.1371/journal.pone.0298624
institution Universiti Malaya
building UM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaya
content_source UM Research Repository
url_provider http://eprints.um.edu.my/
topic TK Electrical engineering. Electronics Nuclear engineering
spellingShingle TK Electrical engineering. Electronics Nuclear engineering
Zafar, Farhan
Malik, Suheel Abdullah
Ali, Tayyab
Daraz, Amil
Afzal, Abdul Rahman
Bhatti, Farkhunda
Khan, Irfan Ahmed
Stabilization and tracking control of underactuated ball and beam system using metaheuristic optimization based TID-F and PIDD2-PI control schemes
description In this paper, we propose two different control strategies for the position control of the ball of the ball and beam system (BBS). The first control strategy uses the proportional integral derivative-second derivative with a proportional integrator PIDD2-PI. The second control strategy uses the tilt integral derivative with filter (TID-F). The designed controllers employ two distinct metaheuristic computation techniques: grey wolf optimization (GWO) and whale optimization algorithm (WOA) for the parameter tuning. We evaluated the dynamic and steady-state performance of the proposed control strategies using four performance indices. In addition, to analyze the robustness of proposed control strategies, a comprehensive comparison has been performed with a variety of controllers, including tilt integral-derivative (TID), fractional order proportional integral derivative (FOPID), integral-proportional derivative (I-PD), proportional integral-derivative (PI-D), and proportional integral proportional derivative (PI-PD). By comparing different test cases, including the variation in the parameters of the BBS with disturbance, we examine step response, set point tracking, disturbance rejection analysis, and robustness of proposed control strategies. The comprehensive comparison of results shows that WOA-PIDD2-PI-ISE and GWO-TID-F- ISE perform superior. Moreover, the proposed control strategies yield oscillation-free, stable, and quick response, which confirms the robustness of the proposed control strategies to the disturbance, parameter variation of BBS, and tracking performance. The practical implementation of the proposed controllers can be in the field of under actuated mechanical systems (UMS), robotics and industrial automation. The proposed control strategies are successfully tested in MATLAB simulation.
format Article
author Zafar, Farhan
Malik, Suheel Abdullah
Ali, Tayyab
Daraz, Amil
Afzal, Abdul Rahman
Bhatti, Farkhunda
Khan, Irfan Ahmed
author_facet Zafar, Farhan
Malik, Suheel Abdullah
Ali, Tayyab
Daraz, Amil
Afzal, Abdul Rahman
Bhatti, Farkhunda
Khan, Irfan Ahmed
author_sort Zafar, Farhan
title Stabilization and tracking control of underactuated ball and beam system using metaheuristic optimization based TID-F and PIDD2-PI control schemes
title_short Stabilization and tracking control of underactuated ball and beam system using metaheuristic optimization based TID-F and PIDD2-PI control schemes
title_full Stabilization and tracking control of underactuated ball and beam system using metaheuristic optimization based TID-F and PIDD2-PI control schemes
title_fullStr Stabilization and tracking control of underactuated ball and beam system using metaheuristic optimization based TID-F and PIDD2-PI control schemes
title_full_unstemmed Stabilization and tracking control of underactuated ball and beam system using metaheuristic optimization based TID-F and PIDD2-PI control schemes
title_sort stabilization and tracking control of underactuated ball and beam system using metaheuristic optimization based tid-f and pidd2-pi control schemes
publisher Public Library of Science
publishDate 2024
url http://eprints.um.edu.my/45626/
https://doi.org/10.1371/journal.pone.0298624
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score 13.214268