System identification model for an intelligent pneumatic actuator (IPA) system

Intelligent Pneumatic Actuators (IPA) is a new generation of actuator for Research and Development (R&D). The purpose of this paper is to present the System Identification (SI) technique and procedure for the IPA system. System identification is used to obtain the mathematical model (transfer fu...

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Main Authors: Osman, Khairuddin, Mohd. Faudzi, Ahmad Athif, Rahmat, M. F., Mustafa, Nu'man Din, Azman, M. Asyraf, Suzumori, Koichi
Format: Article
Published: IEEE 2012
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Online Access:http://eprints.utm.my/id/eprint/47580/
http://dx.doi.org/ 10.1109/IROS.2012.6385751
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spelling my.utm.475802019-03-05T01:59:05Z http://eprints.utm.my/id/eprint/47580/ System identification model for an intelligent pneumatic actuator (IPA) system Osman, Khairuddin Mohd. Faudzi, Ahmad Athif Rahmat, M. F. Mustafa, Nu'man Din Azman, M. Asyraf Suzumori, Koichi TK Electrical engineering. Electronics Nuclear engineering Intelligent Pneumatic Actuators (IPA) is a new generation of actuator for Research and Development (R&D). The purpose of this paper is to present the System Identification (SI) technique and procedure for the IPA system. System identification is used to obtain the mathematical model (transfer function) of the IPA system from the measured experimental data. Flow for the SI procedure starts with experimental setup, model structure selection, model estimation, model validation and finally testing with basic controller to prove the operation of IPA system. Auto Regressive with Exogenous Input (ARX) model is chosen as model structure of the system. Based on the input and output data of the system (model validation), best fit criterion and correlation analysis of the residual is analyzed to determine the adequate model to represent the IPA system. The result from SI model shows linear discrete model in order to obtain a discrete transfer function for the IPA system. IEEE 2012 Article PeerReviewed Osman, Khairuddin and Mohd. Faudzi, Ahmad Athif and Rahmat, M. F. and Mustafa, Nu'man Din and Azman, M. Asyraf and Suzumori, Koichi (2012) System identification model for an intelligent pneumatic actuator (IPA) system. IEEE International Conference on Intelligent Robots and Systems . pp. 628-633. ISSN 2153-0858 http://dx.doi.org/ 10.1109/IROS.2012.6385751 DOI:10.1109/IROS.2012.6385751
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 TK Electrical engineering. Electronics Nuclear engineering
spellingShingle TK Electrical engineering. Electronics Nuclear engineering
Osman, Khairuddin
Mohd. Faudzi, Ahmad Athif
Rahmat, M. F.
Mustafa, Nu'man Din
Azman, M. Asyraf
Suzumori, Koichi
System identification model for an intelligent pneumatic actuator (IPA) system
description Intelligent Pneumatic Actuators (IPA) is a new generation of actuator for Research and Development (R&D). The purpose of this paper is to present the System Identification (SI) technique and procedure for the IPA system. System identification is used to obtain the mathematical model (transfer function) of the IPA system from the measured experimental data. Flow for the SI procedure starts with experimental setup, model structure selection, model estimation, model validation and finally testing with basic controller to prove the operation of IPA system. Auto Regressive with Exogenous Input (ARX) model is chosen as model structure of the system. Based on the input and output data of the system (model validation), best fit criterion and correlation analysis of the residual is analyzed to determine the adequate model to represent the IPA system. The result from SI model shows linear discrete model in order to obtain a discrete transfer function for the IPA system.
format Article
author Osman, Khairuddin
Mohd. Faudzi, Ahmad Athif
Rahmat, M. F.
Mustafa, Nu'man Din
Azman, M. Asyraf
Suzumori, Koichi
author_facet Osman, Khairuddin
Mohd. Faudzi, Ahmad Athif
Rahmat, M. F.
Mustafa, Nu'man Din
Azman, M. Asyraf
Suzumori, Koichi
author_sort Osman, Khairuddin
title System identification model for an intelligent pneumatic actuator (IPA) system
title_short System identification model for an intelligent pneumatic actuator (IPA) system
title_full System identification model for an intelligent pneumatic actuator (IPA) system
title_fullStr System identification model for an intelligent pneumatic actuator (IPA) system
title_full_unstemmed System identification model for an intelligent pneumatic actuator (IPA) system
title_sort system identification model for an intelligent pneumatic actuator (ipa) system
publisher IEEE
publishDate 2012
url http://eprints.utm.my/id/eprint/47580/
http://dx.doi.org/ 10.1109/IROS.2012.6385751
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score 13.160551