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...

Full description

Saved in:

Bibliographic Details
Main Author:	Ismail, Nurlaila
Format:	Thesis
Language:	English
Published:	2011
Subjects:	Heat Aromatic compounds Extraction (Chemistry)
Online Access:	https://ir.uitm.edu.my/id/eprint/39737/1/39737.pdf
Tags:	Add Tag No Tags, Be the first to tag this record!

id	my-uitm-ir.39737
record_format	uketd_dc
spelling	my-uitm-ir.397372022-04-07T00:49:43Z Auto-regressive with exogenous input (ARX) modeling on heating process in steam distillation essential oil extraction system / Nurlaila Ismail 2011-02 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 https://ir.uitm.edu.my/id/eprint/39737/ https://ir.uitm.edu.my/id/eprint/39737/1/39737.pdf text en public masters Universiti Teknologi MARA Faculty of Electrical Engineering Taib, Mohd Nasir (Prof. Dr )
institution	Universiti Teknologi MARA
collection	UiTM Institutional Repository
language	English
advisor	Taib, Mohd Nasir (Prof. Dr )
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
qualification_level	Master's degree
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
granting_institution	Universiti Teknologi MARA
granting_department	Faculty of Electrical Engineering
publishDate	2011
url	https://ir.uitm.edu.my/id/eprint/39737/1/39737.pdf
_version_	1783734532897243136

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

Similar Items