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...
Published in: | ARABIAN JOURNAL FOR SCIENCE AND ENGINEERING |
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Main Authors: | , , , , , , , , |
Format: | Article; Early Access |
Language: | English |
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SPRINGER HEIDELBERG
2024
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Subjects: | |
Online Access: | https://www-webofscience-com.uitm.idm.oclc.org/wos/woscc/full-record/WOS:001152594300004 |
author |
Ab Talib Mat Hussin; Taufik Muhammad Ridzuan Muhammad; Darus Intan Zaurah Mat; Yatim Hanim Mohd; Hadi Muhamad Sukri; Saufi Mohd Syahril Ramadhan Mohd; Mazali Izhari Izmi; Yamin Ahmad Hafizal Mohd |
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Ab Talib Mat Hussin; Taufik Muhammad Ridzuan Muhammad; Darus Intan Zaurah Mat; Yatim Hanim Mohd; Hadi Muhamad Sukri; Saufi Mohd Syahril Ramadhan Mohd; Mazali Izhari Izmi; Yamin Ahmad Hafizal Mohd Dynamic Analysis of Flexible Horizontal Plate Structure Using Metaheuristic Strategy-Based Advanced Firefly Algorithm Science & Technology - Other Topics |
author_facet |
Ab Talib Mat Hussin; Taufik Muhammad Ridzuan Muhammad; Darus Intan Zaurah Mat; Yatim Hanim Mohd; Hadi Muhamad Sukri; Saufi Mohd Syahril Ramadhan Mohd; Mazali Izhari Izmi; Yamin Ahmad Hafizal Mohd |
author_sort |
Ab Talib |
spelling |
Ab Talib, Mat Hussin; Taufik, Muhammad Ridzuan Muhammad; Darus, Intan Zaurah Mat; Yatim, Hanim Mohd; Hadi, Muhamad Sukri; Saufi, Mohd Syahril Ramadhan Mohd; Mazali, Izhari Izmi; Yamin, Ahmad Hafizal Mohd Dynamic Analysis of Flexible Horizontal Plate Structure Using Metaheuristic Strategy-Based Advanced Firefly Algorithm ARABIAN JOURNAL FOR SCIENCE AND ENGINEERING English Article; Early Access 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 x 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%. SPRINGER HEIDELBERG 2193-567X 2191-4281 2024 10.1007/s13369-024-08714-2 Science & Technology - Other Topics WOS:001152594300004 https://www-webofscience-com.uitm.idm.oclc.org/wos/woscc/full-record/WOS:001152594300004 |
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 |
container_title |
ARABIAN JOURNAL FOR SCIENCE AND ENGINEERING |
language |
English |
format |
Article; Early Access |
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 x 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%. |
publisher |
SPRINGER HEIDELBERG |
issn |
2193-567X 2191-4281 |
publishDate |
2024 |
container_volume |
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container_issue |
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doi_str_mv |
10.1007/s13369-024-08714-2 |
topic |
Science & Technology - Other Topics |
topic_facet |
Science & Technology - Other Topics |
accesstype |
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id |
WOS:001152594300004 |
url |
https://www-webofscience-com.uitm.idm.oclc.org/wos/woscc/full-record/WOS:001152594300004 |
record_format |
wos |
collection |
Web of Science (WoS) |
_version_ |
1809678633003909120 |