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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| Format: | Conference or Workshop Item |
| Language: | English English |
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Universiti Malaysia Pahang
2019
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| Subjects: | |
| Online Access: | 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 |
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| author | Suhaimi, Mohd Daud M. S., Najib Nurdiyana, Zahed Muhammad Faruqi, Zahari Nur Farina, Hamidon Majid Suziyanti, Zaib Mujahid, Mohamad Addie Irawan, Hashim 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, Hashim Hadi, Manap |
| author_sort | Suhaimi, Mohd Daud |
| collection | UMP |
| 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. |
| first_indexed | 2024-03-06T12:38:14Z |
| format | Conference or Workshop Item |
| id | UMPir26812 |
| institution | Universiti Malaysia Pahang |
| language | English English |
| last_indexed | 2024-03-06T12:38:14Z |
| publishDate | 2019 |
| publisher | Universiti Malaysia Pahang |
| record_format | dspace |
| spelling | UMPir268122020-09-07T08:33:33Z 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, Hashim 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, Hashim 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) (Unpublished) |
| 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, Hashim Hadi, Manap Classification of lubricant oil geometrical odor-profile using cased-based reasoning |
| title | 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_short | Classification of lubricant oil geometrical odor-profile using cased-based reasoning |
| title_sort | classification of lubricant oil geometrical odor profile using cased based reasoning |
| topic | T Technology (General) |
| url | 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 |
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