Modelling of flexible manipulator system using flower pollination algorithm

The study of the flexible manipulator system (FMS) has attracted many researchers due to its superiority of light weight and faster system response. Flexible manipulator system is an improvement from its rigid structure, however it can be easily vibrated when it subjected to disturbance. If the adva...

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Main Authors: Talib, Fadhli Muiz, Hadi, Muhamad Sukri, Mohd. Yatim, Hanim, Jamali, Annisa, Ab. Talib, Mat Hussin, Mat Darus, Intan Zaurah
Format: Conference or Workshop Item
Language:English
Published: 2020
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Online Access:http://eprints.utm.my/id/eprint/92528/1/HanimMohdYatim2020_ModellingofFlexibleManipulatorSystemUsingFlower.pdf
http://eprints.utm.my/id/eprint/92528/
http://dx.doi.org/10.1109/ICAE47758.2019.9221847
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spelling my.utm.925282021-09-30T15:14:31Z http://eprints.utm.my/id/eprint/92528/ Modelling of flexible manipulator system using flower pollination algorithm Talib, Fadhli Muiz Hadi, Muhamad Sukri Mohd. Yatim, Hanim Jamali, Annisa Ab. Talib, Mat Hussin Mat Darus, Intan Zaurah TJ Mechanical engineering and machinery The study of the flexible manipulator system (FMS) has attracted many researchers due to its superiority of light weight and faster system response. Flexible manipulator system is an improvement from its rigid structure, however it can be easily vibrated when it subjected to disturbance. If the advantages of FMS are not to be sacrificed, an accurate model and efficient control system must be developed. Thus, this study presents an approach of evolutionary swarm algorithm via flower pollination algorithm (FPA) to model the dynamic system of flexible manipulator structure. An experimental rig of flexible manipulator system was developed for input-output acquisition. Then, this input-output data was fed to system identification method to obtain a dynamic model of flexible manipulator system utilizing evolutionary algorithm with linear auto regressive with exogenous (ARX) model structure. The result obtained through flower pollination algorithm was then compared with conventional method known as least square (LS) algorithm in terms of mean square error (MSE), correlation test and pole-zero diagram. The best MSE achieved by LS modeling for endpoint acceleration and hub angle positioning are 0.0075 and 0.0028, respectively. While, the best MSE produced by flower pollination algorithm for endpoint acceleration and hub angle positioning are 0.0063 and 0.0020, respectively. It is reveals that the performance of intelligence algorithm is superior than conventional algorithm. 2020 Conference or Workshop Item PeerReviewed application/pdf en http://eprints.utm.my/id/eprint/92528/1/HanimMohdYatim2020_ModellingofFlexibleManipulatorSystemUsingFlower.pdf Talib, Fadhli Muiz and Hadi, Muhamad Sukri and Mohd. Yatim, Hanim and Jamali, Annisa and Ab. Talib, Mat Hussin and Mat Darus, Intan Zaurah (2020) Modelling of flexible manipulator system using flower pollination algorithm. In: 2nd International Conference on Applied Engineering, ICAE 2019, 2 - 3 October 2019, Batam, Indonesia. http://dx.doi.org/10.1109/ICAE47758.2019.9221847
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/
language English
topic TJ Mechanical engineering and machinery
spellingShingle TJ Mechanical engineering and machinery
Talib, Fadhli Muiz
Hadi, Muhamad Sukri
Mohd. Yatim, Hanim
Jamali, Annisa
Ab. Talib, Mat Hussin
Mat Darus, Intan Zaurah
Modelling of flexible manipulator system using flower pollination algorithm
description The study of the flexible manipulator system (FMS) has attracted many researchers due to its superiority of light weight and faster system response. Flexible manipulator system is an improvement from its rigid structure, however it can be easily vibrated when it subjected to disturbance. If the advantages of FMS are not to be sacrificed, an accurate model and efficient control system must be developed. Thus, this study presents an approach of evolutionary swarm algorithm via flower pollination algorithm (FPA) to model the dynamic system of flexible manipulator structure. An experimental rig of flexible manipulator system was developed for input-output acquisition. Then, this input-output data was fed to system identification method to obtain a dynamic model of flexible manipulator system utilizing evolutionary algorithm with linear auto regressive with exogenous (ARX) model structure. The result obtained through flower pollination algorithm was then compared with conventional method known as least square (LS) algorithm in terms of mean square error (MSE), correlation test and pole-zero diagram. The best MSE achieved by LS modeling for endpoint acceleration and hub angle positioning are 0.0075 and 0.0028, respectively. While, the best MSE produced by flower pollination algorithm for endpoint acceleration and hub angle positioning are 0.0063 and 0.0020, respectively. It is reveals that the performance of intelligence algorithm is superior than conventional algorithm.
format Conference or Workshop Item
author Talib, Fadhli Muiz
Hadi, Muhamad Sukri
Mohd. Yatim, Hanim
Jamali, Annisa
Ab. Talib, Mat Hussin
Mat Darus, Intan Zaurah
author_facet Talib, Fadhli Muiz
Hadi, Muhamad Sukri
Mohd. Yatim, Hanim
Jamali, Annisa
Ab. Talib, Mat Hussin
Mat Darus, Intan Zaurah
author_sort Talib, Fadhli Muiz
title Modelling of flexible manipulator system using flower pollination algorithm
title_short Modelling of flexible manipulator system using flower pollination algorithm
title_full Modelling of flexible manipulator system using flower pollination algorithm
title_fullStr Modelling of flexible manipulator system using flower pollination algorithm
title_full_unstemmed Modelling of flexible manipulator system using flower pollination algorithm
title_sort modelling of flexible manipulator system using flower pollination algorithm
publishDate 2020
url http://eprints.utm.my/id/eprint/92528/1/HanimMohdYatim2020_ModellingofFlexibleManipulatorSystemUsingFlower.pdf
http://eprints.utm.my/id/eprint/92528/
http://dx.doi.org/10.1109/ICAE47758.2019.9221847
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score 13.160551