Classification of lubricant oil geometrical odor-profile using cased-based reasoning

The Lubricant oil is one of the petroleum refinery product. The lubricant oil usage is very important in order to make sure the operation of vehicle engine at the highest performance. In determining the lubricant oil adulteration level, there were so many method of classification using various instr...

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Main Authors:	Suhaimi, Mohd Daud, M. S., Najib, Nurdiyana, Zahed, Muhammad Faruqi, Zahari, Nur Farina, Hamidon Majid, Suziyanti, Zaib, Mujahid, Mohamad, Addie, Irawan, Hadi, Manap
Format:	Conference or Workshop Item
Language:	English English
Published:	Universiti Malaysia Pahang 2019
Subjects:	T Technology (General)
Online Access:	http://umpir.ump.edu.my/id/eprint/26812/ http://umpir.ump.edu.my/id/eprint/26812/1/72.%20Classification%20of%20lubricant%20oil%20geometrical%20odor-profile.pdf http://umpir.ump.edu.my/id/eprint/26812/2/72.1%20Classification%20of%20lubricant%20oil%20geometrical%20odor-profile.pdf

id	ump-26812
recordtype	eprints
spelling	ump-268122020-03-19T02:42:52Z http://umpir.ump.edu.my/id/eprint/26812/ Classification of lubricant oil geometrical odor-profile using cased-based reasoning Suhaimi, Mohd Daud M. S., Najib Nurdiyana, Zahed Muhammad Faruqi, Zahari Nur Farina, Hamidon Majid Suziyanti, Zaib Mujahid, Mohamad Addie, Irawan Hadi, Manap T Technology (General) The Lubricant oil is one of the petroleum refinery product. The lubricant oil usage is very important in order to make sure the operation of vehicle engine at the highest performance. In determining the lubricant oil adulteration level, there were so many method of classification using various instrument such as ICP-MS, AAS and Dielectric Spectroscopy. E-nose is one of the significant instrument using odor approach to classify the odor of the sample. The purpose of this study is to classify the lubricant oil degradation level based on odor-pattern that extracted from the odor data that collected using electronic nose. The lubricant oil sample consist of 4 level of lubricant oil adulteration level which are virgin lube oil, 3000KM, 7000KM and 10000KM lubricant oil sample. Pre-processing technique were applied by implementing normalization formulation in order to standardize the odor raw data. Normalized data very beneficial in features extraction process, so that the significant odor-patterns can be established. In this study, geometry average calculation method was applied in order to establish the odor-profile for lubricant oil sample. The odor-pattern then were classified using case-based reasoning classifier. Based on the classification results, it shows that the accuracy of the classification is100% correct classification. Universiti Malaysia Pahang 2019 Conference or Workshop Item PeerReviewed pdf en http://umpir.ump.edu.my/id/eprint/26812/1/72.%20Classification%20of%20lubricant%20oil%20geometrical%20odor-profile.pdf pdf en http://umpir.ump.edu.my/id/eprint/26812/2/72.1%20Classification%20of%20lubricant%20oil%20geometrical%20odor-profile.pdf Suhaimi, Mohd Daud and M. S., Najib and Nurdiyana, Zahed and Muhammad Faruqi, Zahari and Nur Farina, Hamidon Majid and Suziyanti, Zaib and Mujahid, Mohamad and Addie, Irawan and Hadi, Manap (2019) Classification of lubricant oil geometrical odor-profile using cased-based reasoning. In: The 5th International Conference on Electrical, Control and Computer Engineering (INECCE2019), 29-30 July 2019 , Swiss Garden Beach Resort Kuantan. pp. 1-13.. (Unpublished)
repository_type	Digital Repository
institution_category	Local University
institution	Universiti Malaysia Pahang
building	UMP Institutional Repository
collection	Online Access
language	English English
topic	T Technology (General)
spellingShingle	T Technology (General) Suhaimi, Mohd Daud M. S., Najib Nurdiyana, Zahed Muhammad Faruqi, Zahari Nur Farina, Hamidon Majid Suziyanti, Zaib Mujahid, Mohamad Addie, Irawan Hadi, Manap Classification of lubricant oil geometrical odor-profile using cased-based reasoning
description	The Lubricant oil is one of the petroleum refinery product. The lubricant oil usage is very important in order to make sure the operation of vehicle engine at the highest performance. In determining the lubricant oil adulteration level, there were so many method of classification using various instrument such as ICP-MS, AAS and Dielectric Spectroscopy. E-nose is one of the significant instrument using odor approach to classify the odor of the sample. The purpose of this study is to classify the lubricant oil degradation level based on odor-pattern that extracted from the odor data that collected using electronic nose. The lubricant oil sample consist of 4 level of lubricant oil adulteration level which are virgin lube oil, 3000KM, 7000KM and 10000KM lubricant oil sample. Pre-processing technique were applied by implementing normalization formulation in order to standardize the odor raw data. Normalized data very beneficial in features extraction process, so that the significant odor-patterns can be established. In this study, geometry average calculation method was applied in order to establish the odor-profile for lubricant oil sample. The odor-pattern then were classified using case-based reasoning classifier. Based on the classification results, it shows that the accuracy of the classification is100% correct classification.
format	Conference or Workshop Item
author	Suhaimi, Mohd Daud M. S., Najib Nurdiyana, Zahed Muhammad Faruqi, Zahari Nur Farina, Hamidon Majid Suziyanti, Zaib Mujahid, Mohamad Addie, Irawan Hadi, Manap
author_facet	Suhaimi, Mohd Daud M. S., Najib Nurdiyana, Zahed Muhammad Faruqi, Zahari Nur Farina, Hamidon Majid Suziyanti, Zaib Mujahid, Mohamad Addie, Irawan Hadi, Manap
author_sort	Suhaimi, Mohd Daud
title	Classification of lubricant oil geometrical odor-profile using cased-based reasoning
title_short	Classification of lubricant oil geometrical odor-profile using cased-based reasoning
title_full	Classification of lubricant oil geometrical odor-profile using cased-based reasoning
title_fullStr	Classification of lubricant oil geometrical odor-profile using cased-based reasoning
title_full_unstemmed	Classification of lubricant oil geometrical odor-profile using cased-based reasoning
title_sort	classification of lubricant oil geometrical odor-profile using cased-based reasoning
publisher	Universiti Malaysia Pahang
publishDate	2019
url	http://umpir.ump.edu.my/id/eprint/26812/ http://umpir.ump.edu.my/id/eprint/26812/1/72.%20Classification%20of%20lubricant%20oil%20geometrical%20odor-profile.pdf http://umpir.ump.edu.my/id/eprint/26812/2/72.1%20Classification%20of%20lubricant%20oil%20geometrical%20odor-profile.pdf
first_indexed	2023-09-18T22:41:59Z
last_indexed	2023-09-18T22:41:59Z
_version_	1777416975945826304

Classification of lubricant oil geometrical odor-profile using cased-based reasoning

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