Intelligent tuning of pid controller for double-link flexible robotic arm manipulator by artificial bee colony algorithm

Robotics system particularly robotic arm has received tremendous demand in various fields especially manufacturing industries. Robotic arm is highly needed to enhance production, to improve output, and reduce human error. The current robotics arm not only they are expensive and required specialist f...

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Main Authors: Jamali, A., Mat Darus, I. Z., Talib, M. H. A., Yatim, H. M., Hadi, M. S., Tokhi, M. O.
Format: Conference or Workshop Item
Published: 2021
Subjects:
Online Access:http://eprints.utm.my/id/eprint/94389/
http://dx.doi.org/10.1007/978-981-15-4917-5_38
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spelling my.utm.943892022-03-31T15:21:33Z http://eprints.utm.my/id/eprint/94389/ Intelligent tuning of pid controller for double-link flexible robotic arm manipulator by artificial bee colony algorithm Jamali, A. Mat Darus, I. Z. Talib, M. H. A. Yatim, H. M. Hadi, M. S. Tokhi, M. O. TJ Mechanical engineering and machinery Robotics system particularly robotic arm has received tremendous demand in various fields especially manufacturing industries. Robotic arm is highly needed to enhance production, to improve output, and reduce human error. The current robotics arm not only they are expensive and required specialist for maintenance, but they are also bulky and very heavy. Thus, the option is employing lightweight, stronger, and more flexible robotics arm. However, the lightweight robotic arm can be easily influenced by unwanted vibration which may lead to problems including fatigue, instability, and performance reduction. These problems may eventually cause damage to the highly stressed structure. This research focuses on the development of intelligent controller utilizing artificial bee colony (ABC) algorithm to tune proportional integral derivative (PID) parameters for controlling two-link flexible manipulator (TLFRM). The essential objective of the designing the controller is to improve the performance of desired position and vibration suppression of TLFRM. The MATLAB environment is utilized to verify the accomplishment of the recommended control system. An assessment is conducted to illustrate the efficiency of PID-ABC controller in terms of input tracking and vibration suppression. The results show that the system with embedded new proposed controller is capable to achieve preferred angle at decrease overshoot and the settling time is exceptionally much quicker. The vibration reduction demonstrated substantial improvement as compared to manual tuning method. Overall, the proposed controller for two-link flexible manipulator that is intelligent PID-ABC was successfully control the system to the preferred position with vibration suppression in the entire system. 2021 Conference or Workshop Item PeerReviewed Jamali, A. and Mat Darus, I. Z. and Talib, M. H. A. and Yatim, H. M. and Hadi, M. S. and Tokhi, M. O. (2021) Intelligent tuning of pid controller for double-link flexible robotic arm manipulator by artificial bee colony algorithm. In: 2nd International Conference on Sensor Networks and Signal Processing, SNSP 2019, 19 - 22 November 2019, Hualien, Taiwan. http://dx.doi.org/10.1007/978-981-15-4917-5_38
institution Universiti Teknologi Malaysia
building UTM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Malaysia
content_source UTM Institutional Repository
url_provider http://eprints.utm.my/
topic TJ Mechanical engineering and machinery
spellingShingle TJ Mechanical engineering and machinery
Jamali, A.
Mat Darus, I. Z.
Talib, M. H. A.
Yatim, H. M.
Hadi, M. S.
Tokhi, M. O.
Intelligent tuning of pid controller for double-link flexible robotic arm manipulator by artificial bee colony algorithm
description Robotics system particularly robotic arm has received tremendous demand in various fields especially manufacturing industries. Robotic arm is highly needed to enhance production, to improve output, and reduce human error. The current robotics arm not only they are expensive and required specialist for maintenance, but they are also bulky and very heavy. Thus, the option is employing lightweight, stronger, and more flexible robotics arm. However, the lightweight robotic arm can be easily influenced by unwanted vibration which may lead to problems including fatigue, instability, and performance reduction. These problems may eventually cause damage to the highly stressed structure. This research focuses on the development of intelligent controller utilizing artificial bee colony (ABC) algorithm to tune proportional integral derivative (PID) parameters for controlling two-link flexible manipulator (TLFRM). The essential objective of the designing the controller is to improve the performance of desired position and vibration suppression of TLFRM. The MATLAB environment is utilized to verify the accomplishment of the recommended control system. An assessment is conducted to illustrate the efficiency of PID-ABC controller in terms of input tracking and vibration suppression. The results show that the system with embedded new proposed controller is capable to achieve preferred angle at decrease overshoot and the settling time is exceptionally much quicker. The vibration reduction demonstrated substantial improvement as compared to manual tuning method. Overall, the proposed controller for two-link flexible manipulator that is intelligent PID-ABC was successfully control the system to the preferred position with vibration suppression in the entire system.
format Conference or Workshop Item
author Jamali, A.
Mat Darus, I. Z.
Talib, M. H. A.
Yatim, H. M.
Hadi, M. S.
Tokhi, M. O.
author_facet Jamali, A.
Mat Darus, I. Z.
Talib, M. H. A.
Yatim, H. M.
Hadi, M. S.
Tokhi, M. O.
author_sort Jamali, A.
title Intelligent tuning of pid controller for double-link flexible robotic arm manipulator by artificial bee colony algorithm
title_short Intelligent tuning of pid controller for double-link flexible robotic arm manipulator by artificial bee colony algorithm
title_full Intelligent tuning of pid controller for double-link flexible robotic arm manipulator by artificial bee colony algorithm
title_fullStr Intelligent tuning of pid controller for double-link flexible robotic arm manipulator by artificial bee colony algorithm
title_full_unstemmed Intelligent tuning of pid controller for double-link flexible robotic arm manipulator by artificial bee colony algorithm
title_sort intelligent tuning of pid controller for double-link flexible robotic arm manipulator by artificial bee colony algorithm
publishDate 2021
url http://eprints.utm.my/id/eprint/94389/
http://dx.doi.org/10.1007/978-981-15-4917-5_38
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score 13.160551