Preliminary Study on Classification of Cymbopogon Nardus Essential Oil using Support Vector Machine (SVM)

Essential oils are concentrated oils produced by different parts of plants via distillation. Essential oils need to grade into high and low quality due to high quality essential oil being popular and commonly used in variety industries such as in cosmetics, perfumes and traditional medicines. On the...

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Published in:2020 11th IEEE Control and System Graduate Research Colloquium, ICSGRC 2020 - Proceedings
Main Author: Zawani Mahabob N.; Mohd Yusoff Z.; Ismail N.; Nasir Taib M.
Format: Conference paper
Language:English
Published: Institute of Electrical and Electronics Engineers Inc. 2020
Online Access:https://www.scopus.com/inward/record.uri?eid=2-s2.0-85096925108&doi=10.1109%2fICSGRC49013.2020.9232661&partnerID=40&md5=b4ddb148ac22b06693132091ecd76211
id 2-s2.0-85096925108
spelling 2-s2.0-85096925108
Zawani Mahabob N.; Mohd Yusoff Z.; Ismail N.; Nasir Taib M.
Preliminary Study on Classification of Cymbopogon Nardus Essential Oil using Support Vector Machine (SVM)
2020
2020 11th IEEE Control and System Graduate Research Colloquium, ICSGRC 2020 - Proceedings


10.1109/ICSGRC49013.2020.9232661
https://www.scopus.com/inward/record.uri?eid=2-s2.0-85096925108&doi=10.1109%2fICSGRC49013.2020.9232661&partnerID=40&md5=b4ddb148ac22b06693132091ecd76211
Essential oils are concentrated oils produced by different parts of plants via distillation. Essential oils need to grade into high and low quality due to high quality essential oil being popular and commonly used in variety industries such as in cosmetics, perfumes and traditional medicines. On the previous researcher, many techniques regarding on method of extraction, chemical compounds of essential oil and the quality of essential oils have been presented. Currently, artificial neural network (ANN) is a popular method but this method has many local minima to be chosen as the best for a task. In the future study, Cymbopogon Nardus oil has been chosen for the proposed model due to its applications in mosquito repellent, medicine, food flavor and so on while SVM technique is chosen as classifier in C.Nardus oil. This paper presents an overview of essential oils and its previous analysis technique. Besides, the review on Support Vector Machine (SVM) is done to prove the technique is suitable for future research studies. © 2020 IEEE.
Institute of Electrical and Electronics Engineers Inc.

English
Conference paper

author Zawani Mahabob N.; Mohd Yusoff Z.; Ismail N.; Nasir Taib M.
spellingShingle Zawani Mahabob N.; Mohd Yusoff Z.; Ismail N.; Nasir Taib M.
Preliminary Study on Classification of Cymbopogon Nardus Essential Oil using Support Vector Machine (SVM)
author_facet Zawani Mahabob N.; Mohd Yusoff Z.; Ismail N.; Nasir Taib M.
author_sort Zawani Mahabob N.; Mohd Yusoff Z.; Ismail N.; Nasir Taib M.
title Preliminary Study on Classification of Cymbopogon Nardus Essential Oil using Support Vector Machine (SVM)
title_short Preliminary Study on Classification of Cymbopogon Nardus Essential Oil using Support Vector Machine (SVM)
title_full Preliminary Study on Classification of Cymbopogon Nardus Essential Oil using Support Vector Machine (SVM)
title_fullStr Preliminary Study on Classification of Cymbopogon Nardus Essential Oil using Support Vector Machine (SVM)
title_full_unstemmed Preliminary Study on Classification of Cymbopogon Nardus Essential Oil using Support Vector Machine (SVM)
title_sort Preliminary Study on Classification of Cymbopogon Nardus Essential Oil using Support Vector Machine (SVM)
publishDate 2020
container_title 2020 11th IEEE Control and System Graduate Research Colloquium, ICSGRC 2020 - Proceedings
container_volume
container_issue
doi_str_mv 10.1109/ICSGRC49013.2020.9232661
url https://www.scopus.com/inward/record.uri?eid=2-s2.0-85096925108&doi=10.1109%2fICSGRC49013.2020.9232661&partnerID=40&md5=b4ddb148ac22b06693132091ecd76211
description Essential oils are concentrated oils produced by different parts of plants via distillation. Essential oils need to grade into high and low quality due to high quality essential oil being popular and commonly used in variety industries such as in cosmetics, perfumes and traditional medicines. On the previous researcher, many techniques regarding on method of extraction, chemical compounds of essential oil and the quality of essential oils have been presented. Currently, artificial neural network (ANN) is a popular method but this method has many local minima to be chosen as the best for a task. In the future study, Cymbopogon Nardus oil has been chosen for the proposed model due to its applications in mosquito repellent, medicine, food flavor and so on while SVM technique is chosen as classifier in C.Nardus oil. This paper presents an overview of essential oils and its previous analysis technique. Besides, the review on Support Vector Machine (SVM) is done to prove the technique is suitable for future research studies. © 2020 IEEE.
publisher Institute of Electrical and Electronics Engineers Inc.
issn
language English
format Conference paper
accesstype
record_format scopus
collection Scopus
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