Auto-regressive with exogenous input (ARX) modeling on heating process in steam distillation essential oil extraction system / Nurlaila Ismail

This thesis presents a new ARX model of heating process in steam distillation essential oil extraction system by using system identification approach. Two experiments were carried out; the first is a simple direct heating system and the second is an automation heating system based on the steam disti...

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Main Author: Ismail, Nurlaila
Format: Thesis
Language:English
Published: 2011
Subjects:
Online Access:https://ir.uitm.edu.my/id/eprint/39737/1/39737.pdf
https://ir.uitm.edu.my/id/eprint/39737/
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spelling my.uitm.ir.397372022-04-07T00:49:43Z https://ir.uitm.edu.my/id/eprint/39737/ Auto-regressive with exogenous input (ARX) modeling on heating process in steam distillation essential oil extraction system / Nurlaila Ismail Ismail, Nurlaila Heat Aromatic compounds Extraction (Chemistry) This thesis presents a new ARX model of heating process in steam distillation essential oil extraction system by using system identification approach. Two experiments were carried out; the first is a simple direct heating system and the second is an automation heating system based on the steam distillation essential oil extraction (SDEOE) plant. The experiments were performed at the pilot plants in the Distributed Control "System (DCS) Laboratory in Level 5, Faculty of Electrical Engineering, UiTM. A computer and a data acquisition were used to log the inputoutput data from the experiments. The MATLAB version R2006a was used to estimate design ARX model and the model estimate is done by using linear regression method. In order to validate the estimate model, several methods were used such as Multiple Correlation Coefficient or model fitting (R value), One-Step Ahead Prediction (1-SAP) with its residual and correlation tests of residual which comprises of Autocorrelation Function (ACF) and Crosscorrelation Function (CCF). It is noticed from both experiments that partial data of the whole input-output data is sufficient to produce an adequate ARX model. 2011-02 Thesis NonPeerReviewed text en https://ir.uitm.edu.my/id/eprint/39737/1/39737.pdf (2011) Auto-regressive with exogenous input (ARX) modeling on heating process in steam distillation essential oil extraction system / Nurlaila Ismail. Masters thesis, thesis, Universiti Teknologi MARA.
institution Universiti Teknologi Mara
building Tun Abdul Razak Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Mara
content_source UiTM Institutional Repository
url_provider http://ir.uitm.edu.my/
language English
topic Heat
Aromatic compounds
Extraction (Chemistry)
spellingShingle Heat
Aromatic compounds
Extraction (Chemistry)
Ismail, Nurlaila
Auto-regressive with exogenous input (ARX) modeling on heating process in steam distillation essential oil extraction system / Nurlaila Ismail
description This thesis presents a new ARX model of heating process in steam distillation essential oil extraction system by using system identification approach. Two experiments were carried out; the first is a simple direct heating system and the second is an automation heating system based on the steam distillation essential oil extraction (SDEOE) plant. The experiments were performed at the pilot plants in the Distributed Control "System (DCS) Laboratory in Level 5, Faculty of Electrical Engineering, UiTM. A computer and a data acquisition were used to log the inputoutput data from the experiments. The MATLAB version R2006a was used to estimate design ARX model and the model estimate is done by using linear regression method. In order to validate the estimate model, several methods were used such as Multiple Correlation Coefficient or model fitting (R value), One-Step Ahead Prediction (1-SAP) with its residual and correlation tests of residual which comprises of Autocorrelation Function (ACF) and Crosscorrelation Function (CCF). It is noticed from both experiments that partial data of the whole input-output data is sufficient to produce an adequate ARX model.
format Thesis
author Ismail, Nurlaila
author_facet Ismail, Nurlaila
author_sort Ismail, Nurlaila
title Auto-regressive with exogenous input (ARX) modeling on heating process in steam distillation essential oil extraction system / Nurlaila Ismail
title_short Auto-regressive with exogenous input (ARX) modeling on heating process in steam distillation essential oil extraction system / Nurlaila Ismail
title_full Auto-regressive with exogenous input (ARX) modeling on heating process in steam distillation essential oil extraction system / Nurlaila Ismail
title_fullStr Auto-regressive with exogenous input (ARX) modeling on heating process in steam distillation essential oil extraction system / Nurlaila Ismail
title_full_unstemmed Auto-regressive with exogenous input (ARX) modeling on heating process in steam distillation essential oil extraction system / Nurlaila Ismail
title_sort auto-regressive with exogenous input (arx) modeling on heating process in steam distillation essential oil extraction system / nurlaila ismail
publishDate 2011
url https://ir.uitm.edu.my/id/eprint/39737/1/39737.pdf
https://ir.uitm.edu.my/id/eprint/39737/
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score 13.15806