Accuracy comparison of ARX and ANFIS model of an electro-hydraulic actuator system

Precise control of electro-hydraulic actuator (EHA) system has been an interesting subject due to its nonlinearities and uncertainties characteristics. Good control can be designed when precise model of the system is available. Linear ARX modelling has widely been applied and satisfying result has b...

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Main Authors: Rahmat, Mohd. Fuaad, Ling, T. G., Husain, Abdul Rashid, Jusoff, Kamaruzaman
Format: Article
Language:English
Published: Exeley Inc. 2011
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Online Access:http://eprints.utm.my/id/eprint/28623/1/MohdFuaadRahmat2011_AccuracyComparisonofARXandANFISModelofanElectro-hydraulic.pdf
http://eprints.utm.my/id/eprint/28623/
http://dx.doi.org/10.21307/ijssis-2017-449
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spelling my.utm.286232019-01-28T03:35:29Z http://eprints.utm.my/id/eprint/28623/ Accuracy comparison of ARX and ANFIS model of an electro-hydraulic actuator system Rahmat, Mohd. Fuaad Ling, T. G. Husain, Abdul Rashid Jusoff, Kamaruzaman TK Electrical engineering. Electronics Nuclear engineering Precise control of electro-hydraulic actuator (EHA) system has been an interesting subject due to its nonlinearities and uncertainties characteristics. Good control can be designed when precise model of the system is available. Linear ARX modelling has widely been applied and satisfying result has been obtained, through linearization process. The objective of this paper is to compare ARX model with nonlinear ANFIS (Adaptive Neuro-Fuzzy Inference System) model, which can represent the real EHA system more precisely using same linearized data. Results show that ANFIS model is more accurate in approximation estimation of EHA system than ARX model on linearized data. Exeley Inc. 2011-09 Article PeerReviewed application/pdf en http://eprints.utm.my/id/eprint/28623/1/MohdFuaadRahmat2011_AccuracyComparisonofARXandANFISModelofanElectro-hydraulic.pdf Rahmat, Mohd. Fuaad and Ling, T. G. and Husain, Abdul Rashid and Jusoff, Kamaruzaman (2011) Accuracy comparison of ARX and ANFIS model of an electro-hydraulic actuator system. International Journal on Smart Sensing and Intelligent Systems, 4 (3). pp. 440-453. ISSN 1178-5608 http://dx.doi.org/10.21307/ijssis-2017-449 DOI:10.21307/ijssis-2017-449
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 TK Electrical engineering. Electronics Nuclear engineering
spellingShingle TK Electrical engineering. Electronics Nuclear engineering
Rahmat, Mohd. Fuaad
Ling, T. G.
Husain, Abdul Rashid
Jusoff, Kamaruzaman
Accuracy comparison of ARX and ANFIS model of an electro-hydraulic actuator system
description Precise control of electro-hydraulic actuator (EHA) system has been an interesting subject due to its nonlinearities and uncertainties characteristics. Good control can be designed when precise model of the system is available. Linear ARX modelling has widely been applied and satisfying result has been obtained, through linearization process. The objective of this paper is to compare ARX model with nonlinear ANFIS (Adaptive Neuro-Fuzzy Inference System) model, which can represent the real EHA system more precisely using same linearized data. Results show that ANFIS model is more accurate in approximation estimation of EHA system than ARX model on linearized data.
format Article
author Rahmat, Mohd. Fuaad
Ling, T. G.
Husain, Abdul Rashid
Jusoff, Kamaruzaman
author_facet Rahmat, Mohd. Fuaad
Ling, T. G.
Husain, Abdul Rashid
Jusoff, Kamaruzaman
author_sort Rahmat, Mohd. Fuaad
title Accuracy comparison of ARX and ANFIS model of an electro-hydraulic actuator system
title_short Accuracy comparison of ARX and ANFIS model of an electro-hydraulic actuator system
title_full Accuracy comparison of ARX and ANFIS model of an electro-hydraulic actuator system
title_fullStr Accuracy comparison of ARX and ANFIS model of an electro-hydraulic actuator system
title_full_unstemmed Accuracy comparison of ARX and ANFIS model of an electro-hydraulic actuator system
title_sort accuracy comparison of arx and anfis model of an electro-hydraulic actuator system
publisher Exeley Inc.
publishDate 2011
url http://eprints.utm.my/id/eprint/28623/1/MohdFuaadRahmat2011_AccuracyComparisonofARXandANFISModelofanElectro-hydraulic.pdf
http://eprints.utm.my/id/eprint/28623/
http://dx.doi.org/10.21307/ijssis-2017-449
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score 13.160551