Application of ANN in Agarwood Oil Grade Classification

This paper presents the application of Artificial Neural Network (ANN) in agarwood oil grade classification. The work involved of the extraction of chemical compounds by GC-MS, identification the significant chemical compounds using Z-score, generating the synthetic data using a dedicated formulae a...

Full description

Bibliographic Details
Main Authors:	Saiful Nizam, Tajuddin, Nurlaila, Ismail, Mohd Hezri, Fazalul Rahiman, Mohd Nasir, Taib, Nor Azah, Mohd Ali, Mailina, Jamil
Format:	Conference or Workshop Item
Language:	English
Published:	2014
Subjects:	QD Chemistry
Online Access:	http://umpir.ump.edu.my/id/eprint/6572/ http://umpir.ump.edu.my/id/eprint/6572/ http://umpir.ump.edu.my/id/eprint/6572/1/Application_of_ANN_in_Agarwood_Oil_Grade_Classification.pdf

id	ump-6572
recordtype	eprints
spelling	ump-65722018-05-01T23:31:21Z http://umpir.ump.edu.my/id/eprint/6572/ Application of ANN in Agarwood Oil Grade Classification Saiful Nizam, Tajuddin Nurlaila, Ismail Mohd Hezri, Fazalul Rahiman Mohd Nasir, Taib Nor Azah, Mohd Ali Mailina, Jamil QD Chemistry This paper presents the application of Artificial Neural Network (ANN) in agarwood oil grade classification. The work involved of the extraction of chemical compounds by GC-MS, identification the significant chemical compounds using Z-score, generating the synthetic data using a dedicated formulae and application of ANN classification. The ANN classification is performed and its performance is measured using accuracy, sensitivity and specificity. The result showed that the performance of ANN classification for original GC-MS data is increasing when the data is added with synthetic data. This study showed that the ANN application in this study required a large number of sample size for it to have high accuracy in classification. 2014 Conference or Workshop Item PeerReviewed application/pdf en http://umpir.ump.edu.my/id/eprint/6572/1/Application_of_ANN_in_Agarwood_Oil_Grade_Classification.pdf Saiful Nizam, Tajuddin and Nurlaila, Ismail and Mohd Hezri, Fazalul Rahiman and Mohd Nasir, Taib and Nor Azah, Mohd Ali and Mailina, Jamil (2014) Application of ANN in Agarwood Oil Grade Classification. In: Proceedings of the IEEE 10th International Colloquium on Signal Processing & its Applications (CSPA 2014), 7-9 March 2014 , Kuala Lumpur. pp. 216-220.. http://dx.doi.org/10.1109/CSPA.2014.6805751
repository_type	Digital Repository
institution_category	Local University
institution	Universiti Malaysia Pahang
building	UMP Institutional Repository
collection	Online Access
language	English
topic	QD Chemistry
spellingShingle	QD Chemistry Saiful Nizam, Tajuddin Nurlaila, Ismail Mohd Hezri, Fazalul Rahiman Mohd Nasir, Taib Nor Azah, Mohd Ali Mailina, Jamil Application of ANN in Agarwood Oil Grade Classification
description	This paper presents the application of Artificial Neural Network (ANN) in agarwood oil grade classification. The work involved of the extraction of chemical compounds by GC-MS, identification the significant chemical compounds using Z-score, generating the synthetic data using a dedicated formulae and application of ANN classification. The ANN classification is performed and its performance is measured using accuracy, sensitivity and specificity. The result showed that the performance of ANN classification for original GC-MS data is increasing when the data is added with synthetic data. This study showed that the ANN application in this study required a large number of sample size for it to have high accuracy in classification.
format	Conference or Workshop Item
author	Saiful Nizam, Tajuddin Nurlaila, Ismail Mohd Hezri, Fazalul Rahiman Mohd Nasir, Taib Nor Azah, Mohd Ali Mailina, Jamil
author_facet	Saiful Nizam, Tajuddin Nurlaila, Ismail Mohd Hezri, Fazalul Rahiman Mohd Nasir, Taib Nor Azah, Mohd Ali Mailina, Jamil
author_sort	Saiful Nizam, Tajuddin
title	Application of ANN in Agarwood Oil Grade Classification
title_short	Application of ANN in Agarwood Oil Grade Classification
title_full	Application of ANN in Agarwood Oil Grade Classification
title_fullStr	Application of ANN in Agarwood Oil Grade Classification
title_full_unstemmed	Application of ANN in Agarwood Oil Grade Classification
title_sort	application of ann in agarwood oil grade classification
publishDate	2014
url	http://umpir.ump.edu.my/id/eprint/6572/ http://umpir.ump.edu.my/id/eprint/6572/ http://umpir.ump.edu.my/id/eprint/6572/1/Application_of_ANN_in_Agarwood_Oil_Grade_Classification.pdf
first_indexed	2023-09-18T22:02:28Z
last_indexed	2023-09-18T22:02:28Z
_version_	1777414489511034880

Application of ANN in Agarwood Oil Grade Classification

Similar Items