Dynamic Analysis of Flexible Horizontal Plate Structure Using Metaheuristic Strategy-Based Advanced Firefly Algorithm

The implementation of flexible plate structures in industrial settings presents a multitude of benefits, including enhanced efficiency and greater flexibility in comparison with rigid structures. Notwithstanding these advantages, malleable plate structures are more prone to vibrations on account of...

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Published in:Arabian Journal for Science and Engineering
Main Author: Ab Talib M.H.; Muhammad Taufik M.R.; Mat Darus I.Z.; Mohd Yatim H.; Hadi M.S.; Mohd Saufi M.S.R.; Mazali I.I.; Mohd Yamin A.H.
Format: Article
Language:English
Published: Springer Nature 2024
Online Access:https://www.scopus.com/inward/record.uri?eid=2-s2.0-85183346390&doi=10.1007%2fs13369-024-08714-2&partnerID=40&md5=6427a841c4f4cfa4632f0c6c0136a99a
id 2-s2.0-85183346390
spelling 2-s2.0-85183346390
Ab Talib M.H.; Muhammad Taufik M.R.; Mat Darus I.Z.; Mohd Yatim H.; Hadi M.S.; Mohd Saufi M.S.R.; Mazali I.I.; Mohd Yamin A.H.
Dynamic Analysis of Flexible Horizontal Plate Structure Using Metaheuristic Strategy-Based Advanced Firefly Algorithm
2024
Arabian Journal for Science and Engineering
49
8
10.1007/s13369-024-08714-2
https://www.scopus.com/inward/record.uri?eid=2-s2.0-85183346390&doi=10.1007%2fs13369-024-08714-2&partnerID=40&md5=6427a841c4f4cfa4632f0c6c0136a99a
The implementation of flexible plate structures in industrial settings presents a multitude of benefits, including enhanced efficiency and greater flexibility in comparison with rigid structures. Notwithstanding these advantages, malleable plate structures are more prone to vibrations on account of their inadequate rigidity to endure significant levels of vibrational events. To address this issue, it is imperative to develop an accurate model and an efficient control system. This study aims to develop a model and active vibration control-based advanced firefly algorithm (AFA) for a flexible horizontal plate structure. Initially, input and output vibration data are collected based on the experimental rig designed with a flexible horizontal plate structure. The obtained data are later used to model the system using the system identification method utilizing a metaheuristic algorithm with linear auto-regressive with an exogenous model structure. This study introduces a novel AFA optimization, known as the variant of the firefly algorithm (FA), for the model identification of the flexible horizontal plate structure. Results indicated that the model of the flexible horizontal plate structure developed using AFA is better compared to FA. The smallest mean square error training is achieved from the best model by AFA at 1.1090 × 10−5 compared to FA. Subsequently, the developed model is implemented in a control scheme for vibration attenuation of the flexible horizontal plate structure. The proposed proportional–integral–derivative (PID) controller tuned by AFA works well to stop unwanted vibrations. It works better than the PID-FA controller and other control algorithms, reducing vibrations by up to 98.9%. © King Fahd University of Petroleum & Minerals 2024.
Springer Nature
2193567X
English
Article

author Ab Talib M.H.; Muhammad Taufik M.R.; Mat Darus I.Z.; Mohd Yatim H.; Hadi M.S.; Mohd Saufi M.S.R.; Mazali I.I.; Mohd Yamin A.H.
spellingShingle Ab Talib M.H.; Muhammad Taufik M.R.; Mat Darus I.Z.; Mohd Yatim H.; Hadi M.S.; Mohd Saufi M.S.R.; Mazali I.I.; Mohd Yamin A.H.
Dynamic Analysis of Flexible Horizontal Plate Structure Using Metaheuristic Strategy-Based Advanced Firefly Algorithm
author_facet Ab Talib M.H.; Muhammad Taufik M.R.; Mat Darus I.Z.; Mohd Yatim H.; Hadi M.S.; Mohd Saufi M.S.R.; Mazali I.I.; Mohd Yamin A.H.
author_sort Ab Talib M.H.; Muhammad Taufik M.R.; Mat Darus I.Z.; Mohd Yatim H.; Hadi M.S.; Mohd Saufi M.S.R.; Mazali I.I.; Mohd Yamin A.H.
title Dynamic Analysis of Flexible Horizontal Plate Structure Using Metaheuristic Strategy-Based Advanced Firefly Algorithm
title_short Dynamic Analysis of Flexible Horizontal Plate Structure Using Metaheuristic Strategy-Based Advanced Firefly Algorithm
title_full Dynamic Analysis of Flexible Horizontal Plate Structure Using Metaheuristic Strategy-Based Advanced Firefly Algorithm
title_fullStr Dynamic Analysis of Flexible Horizontal Plate Structure Using Metaheuristic Strategy-Based Advanced Firefly Algorithm
title_full_unstemmed Dynamic Analysis of Flexible Horizontal Plate Structure Using Metaheuristic Strategy-Based Advanced Firefly Algorithm
title_sort Dynamic Analysis of Flexible Horizontal Plate Structure Using Metaheuristic Strategy-Based Advanced Firefly Algorithm
publishDate 2024
container_title Arabian Journal for Science and Engineering
container_volume 49
container_issue 8
doi_str_mv 10.1007/s13369-024-08714-2
url https://www.scopus.com/inward/record.uri?eid=2-s2.0-85183346390&doi=10.1007%2fs13369-024-08714-2&partnerID=40&md5=6427a841c4f4cfa4632f0c6c0136a99a
description The implementation of flexible plate structures in industrial settings presents a multitude of benefits, including enhanced efficiency and greater flexibility in comparison with rigid structures. Notwithstanding these advantages, malleable plate structures are more prone to vibrations on account of their inadequate rigidity to endure significant levels of vibrational events. To address this issue, it is imperative to develop an accurate model and an efficient control system. This study aims to develop a model and active vibration control-based advanced firefly algorithm (AFA) for a flexible horizontal plate structure. Initially, input and output vibration data are collected based on the experimental rig designed with a flexible horizontal plate structure. The obtained data are later used to model the system using the system identification method utilizing a metaheuristic algorithm with linear auto-regressive with an exogenous model structure. This study introduces a novel AFA optimization, known as the variant of the firefly algorithm (FA), for the model identification of the flexible horizontal plate structure. Results indicated that the model of the flexible horizontal plate structure developed using AFA is better compared to FA. The smallest mean square error training is achieved from the best model by AFA at 1.1090 × 10−5 compared to FA. Subsequently, the developed model is implemented in a control scheme for vibration attenuation of the flexible horizontal plate structure. The proposed proportional–integral–derivative (PID) controller tuned by AFA works well to stop unwanted vibrations. It works better than the PID-FA controller and other control algorithms, reducing vibrations by up to 98.9%. © King Fahd University of Petroleum & Minerals 2024.
publisher Springer Nature
issn 2193567X
language English
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