Modeling flexible plate structure system with free-free-clamped-clamped (FFCC) edges using particle swarm optimization

This paper presents the performance of system identification for rectangular flexible plate using conventional parametric modeling approach by Recursive Least Squares (RLS) and intelligent parametric modeling approach by Particle swarm Optimization (PSO). The experimental rig of rectangular flexible...

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Main Authors: Hadi, M. S., Mat Darus, I. Z., Yatim, H.
Format: Conference or Workshop Item
Published: 2013
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Online Access:http://eprints.utm.my/id/eprint/51172/
http://dx.doi.org/10.1109/ISCI.2013.6612372
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spelling my.utm.511722017-09-13T07:56:53Z http://eprints.utm.my/id/eprint/51172/ Modeling flexible plate structure system with free-free-clamped-clamped (FFCC) edges using particle swarm optimization Hadi, M. S. Mat Darus, I. Z. Yatim, H. TJ Mechanical engineering and machinery This paper presents the performance of system identification for rectangular flexible plate using conventional parametric modeling approach by Recursive Least Squares (RLS) and intelligent parametric modeling approach by Particle swarm Optimization (PSO). The experimental rig of rectangular flexible plate with free-free-clamped-clamped edges boundary condition designed and fabricated in this research. The experimental study was conducted to collect the input-output data using a vibration flexible plate complete with data acquisition and instrumentation system. The input-output data will be used during developed the system identification. The whole developed model using RLS and PSO were validated using mean squares error (MSE), one step ahead prediction (OSA) and correlation test. The estimated of developed models was found are comparable, acceptable and possible to be used as a platform of controller development later on. As a comparison between developed system, it was found that the Particle Swarm Optimization algorithm has perform better in term of the lowest mean squares error which is 0.00032719. 2013 Conference or Workshop Item PeerReviewed Hadi, M. S. and Mat Darus, I. Z. and Yatim, H. (2013) Modeling flexible plate structure system with free-free-clamped-clamped (FFCC) edges using particle swarm optimization. In: IEEE Symposium on Computers and Informatics, ISCI 2013. http://dx.doi.org/10.1109/ISCI.2013.6612372
institution Universiti Teknologi Malaysia
building UTM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Malaysia
content_source UTM Institutional Repository
url_provider http://eprints.utm.my/
topic TJ Mechanical engineering and machinery
spellingShingle TJ Mechanical engineering and machinery
Hadi, M. S.
Mat Darus, I. Z.
Yatim, H.
Modeling flexible plate structure system with free-free-clamped-clamped (FFCC) edges using particle swarm optimization
description This paper presents the performance of system identification for rectangular flexible plate using conventional parametric modeling approach by Recursive Least Squares (RLS) and intelligent parametric modeling approach by Particle swarm Optimization (PSO). The experimental rig of rectangular flexible plate with free-free-clamped-clamped edges boundary condition designed and fabricated in this research. The experimental study was conducted to collect the input-output data using a vibration flexible plate complete with data acquisition and instrumentation system. The input-output data will be used during developed the system identification. The whole developed model using RLS and PSO were validated using mean squares error (MSE), one step ahead prediction (OSA) and correlation test. The estimated of developed models was found are comparable, acceptable and possible to be used as a platform of controller development later on. As a comparison between developed system, it was found that the Particle Swarm Optimization algorithm has perform better in term of the lowest mean squares error which is 0.00032719.
format Conference or Workshop Item
author Hadi, M. S.
Mat Darus, I. Z.
Yatim, H.
author_facet Hadi, M. S.
Mat Darus, I. Z.
Yatim, H.
author_sort Hadi, M. S.
title Modeling flexible plate structure system with free-free-clamped-clamped (FFCC) edges using particle swarm optimization
title_short Modeling flexible plate structure system with free-free-clamped-clamped (FFCC) edges using particle swarm optimization
title_full Modeling flexible plate structure system with free-free-clamped-clamped (FFCC) edges using particle swarm optimization
title_fullStr Modeling flexible plate structure system with free-free-clamped-clamped (FFCC) edges using particle swarm optimization
title_full_unstemmed Modeling flexible plate structure system with free-free-clamped-clamped (FFCC) edges using particle swarm optimization
title_sort modeling flexible plate structure system with free-free-clamped-clamped (ffcc) edges using particle swarm optimization
publishDate 2013
url http://eprints.utm.my/id/eprint/51172/
http://dx.doi.org/10.1109/ISCI.2013.6612372
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score 13.160551