Modeling of flexible manipulator structure using particle swarm optimization with Explorer

This paper presents an investigation into the development of novel Particle Swarm Optimization with Explorer and its application to system identification for a single-link flexible manipulator system. A simulation environment characterizing the dynamic behavior of the flexible manipulator system was...

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Main Authors: Mohd. Yatim, Hanim, Mat Darus, Intan Z., Hadi, Muhamad Sukri
Format: Conference or Workshop Item
Published: 2017
Subjects:
Online Access:http://eprints.utm.my/id/eprint/97316/
http://dx.doi.org/10.1109/ISIEA.2014.8049882
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spelling my.utm.973162022-09-28T08:02:24Z http://eprints.utm.my/id/eprint/97316/ Modeling of flexible manipulator structure using particle swarm optimization with Explorer Mohd. Yatim, Hanim Mat Darus, Intan Z. Hadi, Muhamad Sukri TJ Mechanical engineering and machinery This paper presents an investigation into the development of novel Particle Swarm Optimization with Explorer and its application to system identification for a single-link flexible manipulator system. A simulation environment characterizing the dynamic behavior of the flexible manipulator system was first developed using finite difference (FD) method to acquire the input-output data of the system. In this study, system identification scheme is developed to obtain a dynamic model of the manipulator in parametric form using Particle Swarm Optimization with Explorer. The introduction of explorer solves problem of getting stuck at local minima, thus proposed a novel methodology namely as Particle Swarm Optimization with Explorer (PSOE). Its performance is assessed in comparison to a standard Particle Swarm Optimization in characterizing the flexible manipulator structure. Results demonstrate the advantages of Particle Swarm Optimization with Explorer over their standard counterpart in system identification. 2017 Conference or Workshop Item PeerReviewed Mohd. Yatim, Hanim and Mat Darus, Intan Z. and Hadi, Muhamad Sukri (2017) Modeling of flexible manipulator structure using particle swarm optimization with Explorer. In: 2014 IEEE Symposium on Industrial Electronics and Applications, ISIEA 2014, 28 September - 1 October 2014, Kota Kinabalu, Sabah. http://dx.doi.org/10.1109/ISIEA.2014.8049882
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
Mohd. Yatim, Hanim
Mat Darus, Intan Z.
Hadi, Muhamad Sukri
Modeling of flexible manipulator structure using particle swarm optimization with Explorer
description This paper presents an investigation into the development of novel Particle Swarm Optimization with Explorer and its application to system identification for a single-link flexible manipulator system. A simulation environment characterizing the dynamic behavior of the flexible manipulator system was first developed using finite difference (FD) method to acquire the input-output data of the system. In this study, system identification scheme is developed to obtain a dynamic model of the manipulator in parametric form using Particle Swarm Optimization with Explorer. The introduction of explorer solves problem of getting stuck at local minima, thus proposed a novel methodology namely as Particle Swarm Optimization with Explorer (PSOE). Its performance is assessed in comparison to a standard Particle Swarm Optimization in characterizing the flexible manipulator structure. Results demonstrate the advantages of Particle Swarm Optimization with Explorer over their standard counterpart in system identification.
format Conference or Workshop Item
author Mohd. Yatim, Hanim
Mat Darus, Intan Z.
Hadi, Muhamad Sukri
author_facet Mohd. Yatim, Hanim
Mat Darus, Intan Z.
Hadi, Muhamad Sukri
author_sort Mohd. Yatim, Hanim
title Modeling of flexible manipulator structure using particle swarm optimization with Explorer
title_short Modeling of flexible manipulator structure using particle swarm optimization with Explorer
title_full Modeling of flexible manipulator structure using particle swarm optimization with Explorer
title_fullStr Modeling of flexible manipulator structure using particle swarm optimization with Explorer
title_full_unstemmed Modeling of flexible manipulator structure using particle swarm optimization with Explorer
title_sort modeling of flexible manipulator structure using particle swarm optimization with explorer
publishDate 2017
url http://eprints.utm.my/id/eprint/97316/
http://dx.doi.org/10.1109/ISIEA.2014.8049882
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score 13.160551