System identification of electro-hydraulic actuator system using ANFIS approach

Precise control of an electro-hydraulic actuator (EHA) system has been an interesting subject due to its nonlinearities and uncertainties characteristics. Suitable controller can be designed when the precise model of the system is available. Adaptive Neuro-Fuzzy Inference System (ANFIS) modeling tec...

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Main Authors: Ling, T. G., Rahmat, Mohd. Fua'ad, Husain, A. R.
Format: Article
Published: Penerbit UTM Press 2014
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Online Access:http://eprints.utm.my/id/eprint/62801/
http://dx.doi.org/10.11113/jt.v67.2841
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spelling my.utm.628012017-11-01T04:17:09Z http://eprints.utm.my/id/eprint/62801/ System identification of electro-hydraulic actuator system using ANFIS approach Ling, T. G. Rahmat, Mohd. Fua'ad Husain, A. R. TK Electrical engineering. Electronics Nuclear engineering Precise control of an electro-hydraulic actuator (EHA) system has been an interesting subject due to its nonlinearities and uncertainties characteristics. Suitable controller can be designed when the precise model of the system is available. Adaptive Neuro-Fuzzy Inference System (ANFIS) modeling technique has proven can model various nonlinear systems at high accuracy. The objective of this paper is to obtain an ANFIS model from EHA system stimulus-response data with less complicated model structure and fewer system parameters. The validation of ANFIS model is done using various data sets which contain different operating region and limited data set, where data set is reduced to small operating region. Results show that ANFIS model can estimate the response nonlinear EHA system with more than 97% high best-fitting accuracy, with simple structure, under different operating region condition. Penerbit UTM Press 2014 Article PeerReviewed Ling, T. G. and Rahmat, Mohd. Fua'ad and Husain, A. R. (2014) System identification of electro-hydraulic actuator system using ANFIS approach. Jurnal Teknologi (Sciences and Engineering), 67 (5). pp. 41-47. ISSN 0127-9696 http://dx.doi.org/10.11113/jt.v67.2841 DOI:10.11113/jt.v67.2841
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
Ling, T. G.
Rahmat, Mohd. Fua'ad
Husain, A. R.
System identification of electro-hydraulic actuator system using ANFIS approach
description Precise control of an electro-hydraulic actuator (EHA) system has been an interesting subject due to its nonlinearities and uncertainties characteristics. Suitable controller can be designed when the precise model of the system is available. Adaptive Neuro-Fuzzy Inference System (ANFIS) modeling technique has proven can model various nonlinear systems at high accuracy. The objective of this paper is to obtain an ANFIS model from EHA system stimulus-response data with less complicated model structure and fewer system parameters. The validation of ANFIS model is done using various data sets which contain different operating region and limited data set, where data set is reduced to small operating region. Results show that ANFIS model can estimate the response nonlinear EHA system with more than 97% high best-fitting accuracy, with simple structure, under different operating region condition.
format Article
author Ling, T. G.
Rahmat, Mohd. Fua'ad
Husain, A. R.
author_facet Ling, T. G.
Rahmat, Mohd. Fua'ad
Husain, A. R.
author_sort Ling, T. G.
title System identification of electro-hydraulic actuator system using ANFIS approach
title_short System identification of electro-hydraulic actuator system using ANFIS approach
title_full System identification of electro-hydraulic actuator system using ANFIS approach
title_fullStr System identification of electro-hydraulic actuator system using ANFIS approach
title_full_unstemmed System identification of electro-hydraulic actuator system using ANFIS approach
title_sort system identification of electro-hydraulic actuator system using anfis approach
publisher Penerbit UTM Press
publishDate 2014
url http://eprints.utm.my/id/eprint/62801/
http://dx.doi.org/10.11113/jt.v67.2841
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score 13.160551