Vibration Suppression of the Flexible Beam Structure Using PID Controller Tuned by Advanced Firefly Algorithm
The use of flexible beam structures is widespread across various industries due to their numerous advantages, including reduced energy consumption, cost-effectiveness, faster movements, and improved efficiency when compared to rigid beam structures. This research focuses on employing a proportional-...
Published in: | Lecture Notes in Networks and Systems |
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Springer Science and Business Media Deutschland GmbH
2024
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2-s2.0-85192215275 Ab Talib M.H.; Ismail M.I.S.; Mohd Yatim H.; Hadi M.S.; Mohd Saufi M.S.R.; Abdul Saad W.A.; Abu Hasan M.D.; Isham M.F. Vibration Suppression of the Flexible Beam Structure Using PID Controller Tuned by Advanced Firefly Algorithm 2024 Lecture Notes in Networks and Systems 850 10.1007/978-981-99-8819-8_14 https://www.scopus.com/inward/record.uri?eid=2-s2.0-85192215275&doi=10.1007%2f978-981-99-8819-8_14&partnerID=40&md5=2f83a24ce7d7d7030946a24164c68f3f The use of flexible beam structures is widespread across various industries due to their numerous advantages, including reduced energy consumption, cost-effectiveness, faster movements, and improved efficiency when compared to rigid beam structures. This research focuses on employing a proportional-integral-derivative (PID) controller to regulate the vibration level of a flexible beam structure. The tuning of this PID controller is crucial to maximize its performance. Initially, the PID controller is heuristically tuned, successfully suppressing undesired vibrations in the flexible beam structure. Subsequently, an evolutionary algorithm, specifically the Firefly Algorithm (FA) and its advanced version, the Advanced Firefly Algorithm (AFA), is employed to optimize the PID controller. The findings demonstrate that the PID controller optimized through the evolutionary algorithm exhibits superior performance in vibration suppression compared to the heuristically tuned PID controller. Moreover, the comparison between FA and AFA reveals that AFA outperforms FA in enhancing the performance of the PID controller. The PID-FA achieved a reduction percentage of up to 96.7%, while the PID-AFA achieved a reduction percentage of up to 98.8%. © The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. 2024. Springer Science and Business Media Deutschland GmbH 23673370 English Conference paper |
author |
Ab Talib M.H.; Ismail M.I.S.; Mohd Yatim H.; Hadi M.S.; Mohd Saufi M.S.R.; Abdul Saad W.A.; Abu Hasan M.D.; Isham M.F. |
spellingShingle |
Ab Talib M.H.; Ismail M.I.S.; Mohd Yatim H.; Hadi M.S.; Mohd Saufi M.S.R.; Abdul Saad W.A.; Abu Hasan M.D.; Isham M.F. Vibration Suppression of the Flexible Beam Structure Using PID Controller Tuned by Advanced Firefly Algorithm |
author_facet |
Ab Talib M.H.; Ismail M.I.S.; Mohd Yatim H.; Hadi M.S.; Mohd Saufi M.S.R.; Abdul Saad W.A.; Abu Hasan M.D.; Isham M.F. |
author_sort |
Ab Talib M.H.; Ismail M.I.S.; Mohd Yatim H.; Hadi M.S.; Mohd Saufi M.S.R.; Abdul Saad W.A.; Abu Hasan M.D.; Isham M.F. |
title |
Vibration Suppression of the Flexible Beam Structure Using PID Controller Tuned by Advanced Firefly Algorithm |
title_short |
Vibration Suppression of the Flexible Beam Structure Using PID Controller Tuned by Advanced Firefly Algorithm |
title_full |
Vibration Suppression of the Flexible Beam Structure Using PID Controller Tuned by Advanced Firefly Algorithm |
title_fullStr |
Vibration Suppression of the Flexible Beam Structure Using PID Controller Tuned by Advanced Firefly Algorithm |
title_full_unstemmed |
Vibration Suppression of the Flexible Beam Structure Using PID Controller Tuned by Advanced Firefly Algorithm |
title_sort |
Vibration Suppression of the Flexible Beam Structure Using PID Controller Tuned by Advanced Firefly Algorithm |
publishDate |
2024 |
container_title |
Lecture Notes in Networks and Systems |
container_volume |
850 |
container_issue |
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doi_str_mv |
10.1007/978-981-99-8819-8_14 |
url |
https://www.scopus.com/inward/record.uri?eid=2-s2.0-85192215275&doi=10.1007%2f978-981-99-8819-8_14&partnerID=40&md5=2f83a24ce7d7d7030946a24164c68f3f |
description |
The use of flexible beam structures is widespread across various industries due to their numerous advantages, including reduced energy consumption, cost-effectiveness, faster movements, and improved efficiency when compared to rigid beam structures. This research focuses on employing a proportional-integral-derivative (PID) controller to regulate the vibration level of a flexible beam structure. The tuning of this PID controller is crucial to maximize its performance. Initially, the PID controller is heuristically tuned, successfully suppressing undesired vibrations in the flexible beam structure. Subsequently, an evolutionary algorithm, specifically the Firefly Algorithm (FA) and its advanced version, the Advanced Firefly Algorithm (AFA), is employed to optimize the PID controller. The findings demonstrate that the PID controller optimized through the evolutionary algorithm exhibits superior performance in vibration suppression compared to the heuristically tuned PID controller. Moreover, the comparison between FA and AFA reveals that AFA outperforms FA in enhancing the performance of the PID controller. The PID-FA achieved a reduction percentage of up to 96.7%, while the PID-AFA achieved a reduction percentage of up to 98.8%. © The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. 2024. |
publisher |
Springer Science and Business Media Deutschland GmbH |
issn |
23673370 |
language |
English |
format |
Conference paper |
accesstype |
|
record_format |
scopus |
collection |
Scopus |
_version_ |
1809678013297590272 |