A graphical user interface application for continuous-time identification of dynamical system

This paper introduces a Graphical User Interface (GUI) application in system identification and parameter estimation of dynamic systems using Generalized Poisson Moment Functionals (GPMF) method based on Instrumental Variable (IV) algorithm. The GUI based on MATLAB consists of data preprocessing, pa...

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Main Authors: Rahmat, Mohd. Fua'ad, Omar, Rosli, Jamaluddin, Hishamuddin
Format: Article
Language:English
Published: Penerbit UTM Press 2002
Subjects:
Online Access:http://eprints.utm.my/1391/
http://eprints.utm.my/1391/1/JT36D1.pdf
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author Rahmat, Mohd. Fua'ad
Omar, Rosli
Jamaluddin, Hishamuddin
author_facet Rahmat, Mohd. Fua'ad
Omar, Rosli
Jamaluddin, Hishamuddin
author_sort Rahmat, Mohd. Fua'ad
building UTeM Institutional Repository
collection Online Access
description This paper introduces a Graphical User Interface (GUI) application in system identification and parameter estimation of dynamic systems using Generalized Poisson Moment Functionals (GPMF) method based on Instrumental Variable (IV) algorithm. The GUI based on MATLAB consists of data preprocessing, parameter estimation, model validation and model simulation. A stepby-step instruction on how to use the GUI employed in the study is also presented. A validation process had been implemented using cross validation process. Simulation process based on the estimated mathematical model was performed to analyze the dynamic behaviors of the model. From the simulation results and analysis, it could be concluded that the model obtained using this GUI is reliable.
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institution Universiti Teknologi Malaysia
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publishDate 2002
publisher Penerbit UTM Press
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spelling utm-13912017-11-01T04:17:45Z http://eprints.utm.my/1391/ A graphical user interface application for continuous-time identification of dynamical system Rahmat, Mohd. Fua'ad Omar, Rosli Jamaluddin, Hishamuddin TJ Mechanical engineering and machinery This paper introduces a Graphical User Interface (GUI) application in system identification and parameter estimation of dynamic systems using Generalized Poisson Moment Functionals (GPMF) method based on Instrumental Variable (IV) algorithm. The GUI based on MATLAB consists of data preprocessing, parameter estimation, model validation and model simulation. A stepby-step instruction on how to use the GUI employed in the study is also presented. A validation process had been implemented using cross validation process. Simulation process based on the estimated mathematical model was performed to analyze the dynamic behaviors of the model. From the simulation results and analysis, it could be concluded that the model obtained using this GUI is reliable. Penerbit UTM Press 2002-06 Article PeerReviewed application/pdf en http://eprints.utm.my/1391/1/JT36D1.pdf Rahmat, Mohd. Fua'ad and Omar, Rosli and Jamaluddin, Hishamuddin (2002) A graphical user interface application for continuous-time identification of dynamical system. Jurnal Teknologi D (36D). pp. 1-22. ISSN 0127-9696 http://www.penerbit.utm.my/onlinejournal/36/D/JT36D1.pdf
spellingShingle TJ Mechanical engineering and machinery
Rahmat, Mohd. Fua'ad
Omar, Rosli
Jamaluddin, Hishamuddin
A graphical user interface application for continuous-time identification of dynamical system
title A graphical user interface application for continuous-time identification of dynamical system
title_full A graphical user interface application for continuous-time identification of dynamical system
title_fullStr A graphical user interface application for continuous-time identification of dynamical system
title_full_unstemmed A graphical user interface application for continuous-time identification of dynamical system
title_short A graphical user interface application for continuous-time identification of dynamical system
title_sort graphical user interface application for continuous-time identification of dynamical system
topic TJ Mechanical engineering and machinery
url http://eprints.utm.my/1391/
http://eprints.utm.my/1391/
http://eprints.utm.my/1391/1/JT36D1.pdf