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Orthogonal least squares method and its application to nonlinear modeling of automotive engine fuelled with palm oil methyl esters

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Main Authors: Azuwir, Mohd Nor, Mohd Zaki, Ab. Muin, Prof. Dr., Abdul Hamid, Adom, Prof. Dr.
Other Authors: azuwir@unimap.edu.my
Format: Article
Language:English
Published: Praise Worthy Prize S.r.l. 2014
Subjects:
Biodiesel
Non-linear modeling
Orthogonal least squares
Palm methyl ester
System identification
Online Access:http://dspace.unimap.edu.my:80/dspace/handle/123456789/34655
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spelling my.unimap-346552014-05-22T09:38:49Z Orthogonal least squares method and its application to nonlinear modeling of automotive engine fuelled with palm oil methyl esters Azuwir, Mohd Nor Mohd Zaki, Ab. Muin, Prof. Dr. Abdul Hamid, Adom, Prof. Dr. azuwir@unimap.edu.my zakimuin@unimap.edu.my abdhamid@unimap.edu.my Biodiesel Non-linear modeling Orthogonal least squares Palm methyl ester System identification Link to publisher's homepage at http://www.praiseworthyprize.org/ In this paper, nonlinear mathematical models for an automotive engine fuelled with palm biodiesel (Palm Oil Methyl Ester) are developed. Assuming a discrete time form for the system model, a polynomial Nonlinear Autoregressive exogenous (NARX) with a linear-inparameter model structure is selected in this work. Real-time data obtained using a computerbased data acquisition system from a 2.0L automotive diesel engine test-bed unit is used for parameter estimation. The orthogonal least squares (OLS) algorithm together with the Error Reduction Ratio (ERR) criteria are used to select the significant terms in the NARX models in order to determine a parsimonious model and estimate the parameters of nonlinear model. Finally, the models are validated by plotting the output predicted by the models and comparing it with the measured output. The modelling error of both models is examined. 2014-05-22T09:38:49Z 2014-05-22T09:38:49Z 2013 Article International Review of Mechanical Engineering, vol. 7(1), 2013, pages 46-52 1970-8734 http://www.praiseworthyprize.org/latest_issues/IREME-latest/IREME_vol_7_n_1.html http://dspace.unimap.edu.my:80/dspace/handle/123456789/34655 en Praise Worthy Prize S.r.l.
institution Universiti Malaysia Perlis
building UniMAP Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Perlis
content_source UniMAP Library Digital Repository
url_provider http://dspace.unimap.edu.my/
language English
topic Biodiesel
Non-linear modeling
Orthogonal least squares
Palm methyl ester
System identification
spellingShingle Biodiesel
Non-linear modeling
Orthogonal least squares
Palm methyl ester
System identification
Azuwir, Mohd Nor
Mohd Zaki, Ab. Muin, Prof. Dr.
Abdul Hamid, Adom, Prof. Dr.
Orthogonal least squares method and its application to nonlinear modeling of automotive engine fuelled with palm oil methyl esters
description Link to publisher's homepage at http://www.praiseworthyprize.org/
author2 azuwir@unimap.edu.my
author_facet azuwir@unimap.edu.my
Azuwir, Mohd Nor
Mohd Zaki, Ab. Muin, Prof. Dr.
Abdul Hamid, Adom, Prof. Dr.
format Article
author Azuwir, Mohd Nor
Mohd Zaki, Ab. Muin, Prof. Dr.
Abdul Hamid, Adom, Prof. Dr.
author_sort Azuwir, Mohd Nor
title Orthogonal least squares method and its application to nonlinear modeling of automotive engine fuelled with palm oil methyl esters
title_short Orthogonal least squares method and its application to nonlinear modeling of automotive engine fuelled with palm oil methyl esters
title_full Orthogonal least squares method and its application to nonlinear modeling of automotive engine fuelled with palm oil methyl esters
title_fullStr Orthogonal least squares method and its application to nonlinear modeling of automotive engine fuelled with palm oil methyl esters
title_full_unstemmed Orthogonal least squares method and its application to nonlinear modeling of automotive engine fuelled with palm oil methyl esters
title_sort orthogonal least squares method and its application to nonlinear modeling of automotive engine fuelled with palm oil methyl esters
publisher Praise Worthy Prize S.r.l.
publishDate 2014
url http://dspace.unimap.edu.my:80/dspace/handle/123456789/34655
_version_ 1643797556529987584
score 13.214268

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