Intelligent proportional-integral-derivate controller using metaheuristic approach via crow search algorithm for vibration suppression of flexible plate structure
Proportional-integral-derivate (PID) controller has gained popularity since the advancement of smart devices especially in suppressing the vibration on flexible structures using different approaches. Such structures required accurate and reliable responses to prevent system failures. Swarm intellige...
Published in: | Journal of Low Frequency Noise Vibration and Active Control |
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2024
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2-s2.0-85173731830 Syafiqah Shaari A.N.; Hadi M.S.; Abdul Wahab A.M.; Ab Talib M.H.; Yatim H.M.; Mat Darus I.Z.; Tokhi M.O. Intelligent proportional-integral-derivate controller using metaheuristic approach via crow search algorithm for vibration suppression of flexible plate structure 2024 Journal of Low Frequency Noise Vibration and Active Control 43 1 10.1177/14613484231203946 https://www.scopus.com/inward/record.uri?eid=2-s2.0-85173731830&doi=10.1177%2f14613484231203946&partnerID=40&md5=bf504d25bfd0d7c8c0b8db078aa88ccd Proportional-integral-derivate (PID) controller has gained popularity since the advancement of smart devices especially in suppressing the vibration on flexible structures using different approaches. Such structures required accurate and reliable responses to prevent system failures. Swarm intelligence algorithm (SIA) is one of the optimization methods based on nature that managed to solve real-world problems. Crow search is a well-known algorithm from the SIA group that can discover optimum solutions in both local and global searches by utilizing fewer tuning parameters compared to other methods. Hence, this study aimed to simulate a PID controller tuned by SIA via crow search for vibration cancellation of horizontal flexible plate structures. Prior to that, an accurate model structure is developed as a prerequisite for PID controller development. After the best model is achieved, the proportional-integral-derivative-crow-search (PID-CS) performance was compared to a traditional tuning approach known as the Ziegler Nichols (ZN) to validate its robustness. The result revealed the PID-CS outperformed the proportional-integral-derivative-Ziegler Nichols (PID-ZN) with attenuation values of 44.75 and 42.74 dB in the first mode of vibration for single sinusoidal and real disturbances, respectively. In addition, the value of mean squared error (MSE) for PID-ZN and PID-CS for single sinusoidal disturbance are 0.0167 and 0.0081, respectively. Meanwhile, PID-ZN and PID-CS achieved 2.3981 × 10−4 and 2.3737 × 10−4 when they were exerted with real disturbance. This proves that the PID-CS is more accurate compared to the PID-ZN as it achieved the lowest MSE value. © The Author(s) 2023. SAGE Publications Inc. 14613484 English Article All Open Access; Gold Open Access |
author |
Syafiqah Shaari A.N.; Hadi M.S.; Abdul Wahab A.M.; Ab Talib M.H.; Yatim H.M.; Mat Darus I.Z.; Tokhi M.O. |
spellingShingle |
Syafiqah Shaari A.N.; Hadi M.S.; Abdul Wahab A.M.; Ab Talib M.H.; Yatim H.M.; Mat Darus I.Z.; Tokhi M.O. Intelligent proportional-integral-derivate controller using metaheuristic approach via crow search algorithm for vibration suppression of flexible plate structure |
author_facet |
Syafiqah Shaari A.N.; Hadi M.S.; Abdul Wahab A.M.; Ab Talib M.H.; Yatim H.M.; Mat Darus I.Z.; Tokhi M.O. |
author_sort |
Syafiqah Shaari A.N.; Hadi M.S.; Abdul Wahab A.M.; Ab Talib M.H.; Yatim H.M.; Mat Darus I.Z.; Tokhi M.O. |
title |
Intelligent proportional-integral-derivate controller using metaheuristic approach via crow search algorithm for vibration suppression of flexible plate structure |
title_short |
Intelligent proportional-integral-derivate controller using metaheuristic approach via crow search algorithm for vibration suppression of flexible plate structure |
title_full |
Intelligent proportional-integral-derivate controller using metaheuristic approach via crow search algorithm for vibration suppression of flexible plate structure |
title_fullStr |
Intelligent proportional-integral-derivate controller using metaheuristic approach via crow search algorithm for vibration suppression of flexible plate structure |
title_full_unstemmed |
Intelligent proportional-integral-derivate controller using metaheuristic approach via crow search algorithm for vibration suppression of flexible plate structure |
title_sort |
Intelligent proportional-integral-derivate controller using metaheuristic approach via crow search algorithm for vibration suppression of flexible plate structure |
publishDate |
2024 |
container_title |
Journal of Low Frequency Noise Vibration and Active Control |
container_volume |
43 |
container_issue |
1 |
doi_str_mv |
10.1177/14613484231203946 |
url |
https://www.scopus.com/inward/record.uri?eid=2-s2.0-85173731830&doi=10.1177%2f14613484231203946&partnerID=40&md5=bf504d25bfd0d7c8c0b8db078aa88ccd |
description |
Proportional-integral-derivate (PID) controller has gained popularity since the advancement of smart devices especially in suppressing the vibration on flexible structures using different approaches. Such structures required accurate and reliable responses to prevent system failures. Swarm intelligence algorithm (SIA) is one of the optimization methods based on nature that managed to solve real-world problems. Crow search is a well-known algorithm from the SIA group that can discover optimum solutions in both local and global searches by utilizing fewer tuning parameters compared to other methods. Hence, this study aimed to simulate a PID controller tuned by SIA via crow search for vibration cancellation of horizontal flexible plate structures. Prior to that, an accurate model structure is developed as a prerequisite for PID controller development. After the best model is achieved, the proportional-integral-derivative-crow-search (PID-CS) performance was compared to a traditional tuning approach known as the Ziegler Nichols (ZN) to validate its robustness. The result revealed the PID-CS outperformed the proportional-integral-derivative-Ziegler Nichols (PID-ZN) with attenuation values of 44.75 and 42.74 dB in the first mode of vibration for single sinusoidal and real disturbances, respectively. In addition, the value of mean squared error (MSE) for PID-ZN and PID-CS for single sinusoidal disturbance are 0.0167 and 0.0081, respectively. Meanwhile, PID-ZN and PID-CS achieved 2.3981 × 10−4 and 2.3737 × 10−4 when they were exerted with real disturbance. This proves that the PID-CS is more accurate compared to the PID-ZN as it achieved the lowest MSE value. © The Author(s) 2023. |
publisher |
SAGE Publications Inc. |
issn |
14613484 |
language |
English |
format |
Article |
accesstype |
All Open Access; Gold Open Access |
record_format |
scopus |
collection |
Scopus |
_version_ |
1809677883540504576 |