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 Fua'ad, Ling, Tiew Gine, Husain, Abdul Rashid, Jusoff, Kamaruzaman
Format: Article
Language:English
Published: Exeley 2011
Online Access:http://psasir.upm.edu.my/id/eprint/23908/1/23908.pdf
http://psasir.upm.edu.my/id/eprint/23908/
https://www.exeley.com/in_jour_smart_sensing_and_intelligent_systems/doi/10.21307/ijssis-2017-449
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spelling my.upm.eprints.239082020-07-13T06:48:38Z http://psasir.upm.edu.my/id/eprint/23908/ Accuracy comparison of ARX and ANFIS model of an electro-hydraulic actuator system Rahmat, Mohd Fua'ad Ling, Tiew Gine Husain, Abdul Rashid Jusoff, Kamaruzaman 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 2011 Article PeerReviewed text en http://psasir.upm.edu.my/id/eprint/23908/1/23908.pdf Rahmat, Mohd Fua'ad and Ling, Tiew Gine 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 https://www.exeley.com/in_jour_smart_sensing_and_intelligent_systems/doi/10.21307/ijssis-2017-449 10.21307/ijssis-2017-449
institution Universiti Putra Malaysia
building UPM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Putra Malaysia
content_source UPM Institutional Repository
url_provider http://psasir.upm.edu.my/
language English
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 Fua'ad
Ling, Tiew Gine
Husain, Abdul Rashid
Jusoff, Kamaruzaman
spellingShingle Rahmat, Mohd Fua'ad
Ling, Tiew Gine
Husain, Abdul Rashid
Jusoff, Kamaruzaman
Accuracy comparison of ARX and ANFIS model of an electro-hydraulic actuator system
author_facet Rahmat, Mohd Fua'ad
Ling, Tiew Gine
Husain, Abdul Rashid
Jusoff, Kamaruzaman
author_sort Rahmat, Mohd Fua'ad
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
publishDate 2011
url http://psasir.upm.edu.my/id/eprint/23908/1/23908.pdf
http://psasir.upm.edu.my/id/eprint/23908/
https://www.exeley.com/in_jour_smart_sensing_and_intelligent_systems/doi/10.21307/ijssis-2017-449
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score 13.159267