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 Authors: 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
Format: Article; Early Access
Language:English
Published: SPRINGER HEIDELBERG 2024
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
spellingShingle 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
container_issue
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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url https://www-webofscience-com.uitm.idm.oclc.org/wos/woscc/full-record/WOS:001152594300004
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