Firefly optimised PID control for upper extremity rehabilitation robot

This paper proposes a meta-heuristic technique to optimize controller parameters for upper extremity rehabilitation robot. The exoskeleton used in this study is a three-degrees-of-freedom system facilitating shoulder and elbow joint movements. The robot exoskeleton is designed for facilitating shoul...

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Main Authors: Joyo, M. Kamran, Raza, Yarooq, Kadir, Kushsairy, Naidu, Kanendra, Ahmed, Syed Faiz, Khan, Sheroz
Format: Conference or Workshop Item
Language:English
English
Published: IEEE 2020
Subjects:
Online Access:http://irep.iium.edu.my/80431/1/80431%20Firefly%20Optimised%20PID%20Control.pdf
http://irep.iium.edu.my/80431/2/80431%20Firefly%20Optimised%20PID%20Control%20SCOPUS.pdf
http://irep.iium.edu.my/80431/
https://ieeexplore.ieee.org/document/9057342
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spelling my.iium.irep.804312020-07-07T07:54:51Z http://irep.iium.edu.my/80431/ Firefly optimised PID control for upper extremity rehabilitation robot Joyo, M. Kamran Raza, Yarooq Kadir, Kushsairy Naidu, Kanendra Ahmed, Syed Faiz Khan, Sheroz T Technology (General) This paper proposes a meta-heuristic technique to optimize controller parameters for upper extremity rehabilitation robot. The exoskeleton used in this study is a three-degrees-of-freedom system facilitating shoulder and elbow joint movements. The robot exoskeleton is designed for facilitating shoulder abduction/ adduction, extension/ flexion, horizontal external/ internal rotation and elbow extension/ flexion. Zeigler-Nichols is a conventional technique for setting the PID parameters produces large overshoots, high rise-time and settling-time in the system. To address such issues nature-inspired Firefly optimization algorithm for the parameterizing 2-DOF-PID controller has been proposed. A comparative analysis between two algorithms has been done for a 3-DOF upper extremity rehabilitation robot. For analysis, four different objective functions ISE (integral square error), ITSE (integral time square error), IAE (integral absolute error) and ITAE (integral time absolute error) have been used. The results of the analysis showed that Firefly algorithm with ITAE as objective functions performs better in terms of overshoot, rise-time and settling-time. IEEE 2020-04-06 Conference or Workshop Item PeerReviewed application/pdf en http://irep.iium.edu.my/80431/1/80431%20Firefly%20Optimised%20PID%20Control.pdf application/pdf en http://irep.iium.edu.my/80431/2/80431%20Firefly%20Optimised%20PID%20Control%20SCOPUS.pdf Joyo, M. Kamran and Raza, Yarooq and Kadir, Kushsairy and Naidu, Kanendra and Ahmed, Syed Faiz and Khan, Sheroz (2020) Firefly optimised PID control for upper extremity rehabilitation robot. In: 2019 IEEE 6th International Conference on Smart Instrumentation, Measurement and Applications (ICSIMA 2019), 27- 29 Aug 2019, Kuala Lumpur, Malaysia. https://ieeexplore.ieee.org/document/9057342 10.1109/ICSIMA47653.2019.9057342
institution Universiti Islam Antarabangsa Malaysia
building IIUM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider International Islamic University Malaysia
content_source IIUM Repository (IREP)
url_provider http://irep.iium.edu.my/
language English
English
topic T Technology (General)
spellingShingle T Technology (General)
Joyo, M. Kamran
Raza, Yarooq
Kadir, Kushsairy
Naidu, Kanendra
Ahmed, Syed Faiz
Khan, Sheroz
Firefly optimised PID control for upper extremity rehabilitation robot
description This paper proposes a meta-heuristic technique to optimize controller parameters for upper extremity rehabilitation robot. The exoskeleton used in this study is a three-degrees-of-freedom system facilitating shoulder and elbow joint movements. The robot exoskeleton is designed for facilitating shoulder abduction/ adduction, extension/ flexion, horizontal external/ internal rotation and elbow extension/ flexion. Zeigler-Nichols is a conventional technique for setting the PID parameters produces large overshoots, high rise-time and settling-time in the system. To address such issues nature-inspired Firefly optimization algorithm for the parameterizing 2-DOF-PID controller has been proposed. A comparative analysis between two algorithms has been done for a 3-DOF upper extremity rehabilitation robot. For analysis, four different objective functions ISE (integral square error), ITSE (integral time square error), IAE (integral absolute error) and ITAE (integral time absolute error) have been used. The results of the analysis showed that Firefly algorithm with ITAE as objective functions performs better in terms of overshoot, rise-time and settling-time.
format Conference or Workshop Item
author Joyo, M. Kamran
Raza, Yarooq
Kadir, Kushsairy
Naidu, Kanendra
Ahmed, Syed Faiz
Khan, Sheroz
author_facet Joyo, M. Kamran
Raza, Yarooq
Kadir, Kushsairy
Naidu, Kanendra
Ahmed, Syed Faiz
Khan, Sheroz
author_sort Joyo, M. Kamran
title Firefly optimised PID control for upper extremity rehabilitation robot
title_short Firefly optimised PID control for upper extremity rehabilitation robot
title_full Firefly optimised PID control for upper extremity rehabilitation robot
title_fullStr Firefly optimised PID control for upper extremity rehabilitation robot
title_full_unstemmed Firefly optimised PID control for upper extremity rehabilitation robot
title_sort firefly optimised pid control for upper extremity rehabilitation robot
publisher IEEE
publishDate 2020
url http://irep.iium.edu.my/80431/1/80431%20Firefly%20Optimised%20PID%20Control.pdf
http://irep.iium.edu.my/80431/2/80431%20Firefly%20Optimised%20PID%20Control%20SCOPUS.pdf
http://irep.iium.edu.my/80431/
https://ieeexplore.ieee.org/document/9057342
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score 13.160551