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Classification of agarwood oil using an electronic nose

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Main Authors: Wahyu, Hidayat, Ali Yeon, Md Shakaff, Prof. Dr., Mohd Noor, Ahmad, Assoc. Prof. Dr., Abdul Hamid, Adom, Assoc. Prof. Dr.
Other Authors: wahyuh@hotmail.com
Format: Article
Language:English
Published: MDPI Publishing 2010
Subjects:
Agarwood oil
E-nose
Hierachical Cluster Analysis (HCA)
Principal Component Analysis (PCA)
Artificial Neural Network (ANN)
Dimensionality reduction
Online Access:http://dspace.unimap.edu.my/xmlui/handle/123456789/8252
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spelling my.unimap-82522010-07-13T01:10:30Z Classification of agarwood oil using an electronic nose Wahyu, Hidayat Ali Yeon, Md Shakaff, Prof. Dr. Mohd Noor, Ahmad, Assoc. Prof. Dr. Abdul Hamid, Adom, Assoc. Prof. Dr. wahyuh@hotmail.com Agarwood oil E-nose Hierachical Cluster Analysis (HCA) Principal Component Analysis (PCA) Artificial Neural Network (ANN) Dimensionality reduction Link to publisher's homepage at http://www.mdpi.com/ Presently, the quality assurance of agarwood oil is performed by sensory panels which has significant drawbacks in terms of objectivity and repeatability. In this paper, it is shown how an electronic nose (e-nose) may be successfully utilised for the classification of agarwood oil. Hierarchical Cluster Analysis (HCA) and Principal Component Analysis (PCA), were used to classify different types of oil. The HCA produced a dendrogram showing the separation of e-nose data into three different groups of oils. The PCA scatter plot revealed a distinct separation between the three groups. An Artificial Neural Network (ANN) was used for a better prediction of unknown samples. 2010-07-13T01:10:30Z 2010-07-13T01:10:30Z 2010-05-06 Article Sensor, vol.10 (5), 2010, pages 4675-4685 1424-8220 http://www.mdpi.com/1424-8220/10/5/4675/pdf http://hdl.handle.net/123456789/8252 en MDPI Publishing
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 Agarwood oil
E-nose
Hierachical Cluster Analysis (HCA)
Principal Component Analysis (PCA)
Artificial Neural Network (ANN)
Dimensionality reduction
spellingShingle Agarwood oil
E-nose
Hierachical Cluster Analysis (HCA)
Principal Component Analysis (PCA)
Artificial Neural Network (ANN)
Dimensionality reduction
Wahyu, Hidayat
Ali Yeon, Md Shakaff, Prof. Dr.
Mohd Noor, Ahmad, Assoc. Prof. Dr.
Abdul Hamid, Adom, Assoc. Prof. Dr.
Classification of agarwood oil using an electronic nose
description Link to publisher's homepage at http://www.mdpi.com/
author2 wahyuh@hotmail.com
author_facet wahyuh@hotmail.com
Wahyu, Hidayat
Ali Yeon, Md Shakaff, Prof. Dr.
Mohd Noor, Ahmad, Assoc. Prof. Dr.
Abdul Hamid, Adom, Assoc. Prof. Dr.
format Article
author Wahyu, Hidayat
Ali Yeon, Md Shakaff, Prof. Dr.
Mohd Noor, Ahmad, Assoc. Prof. Dr.
Abdul Hamid, Adom, Assoc. Prof. Dr.
author_sort Wahyu, Hidayat
title Classification of agarwood oil using an electronic nose
title_short Classification of agarwood oil using an electronic nose
title_full Classification of agarwood oil using an electronic nose
title_fullStr Classification of agarwood oil using an electronic nose
title_full_unstemmed Classification of agarwood oil using an electronic nose
title_sort classification of agarwood oil using an electronic nose
publisher MDPI Publishing
publishDate 2010
url http://dspace.unimap.edu.my/xmlui/handle/123456789/8252
_version_ 1643789152705052672
score 13.214268

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