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


Citation

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

Abstract

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.


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Additional Metadata

Item Type: Article
Divisions: Faculty of Forestry
DOI Number: https://doi.org/10.21307/ijssis-2017-449
Publisher: Exeley
Keywords: ARX; ANFIS; Electro-hydraulic; Linearization; Nonlinear
Depositing User: Nur Farahin Ramli
Date Deposited: 14 Nov 2013 09:38
Last Modified: 13 Jul 2020 06:48
Altmetrics: http://www.altmetric.com/details.php?domain=psasir.upm.edu.my&doi=10.21307/ijssis-2017-449
URI: http://psasir.upm.edu.my/id/eprint/23908
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