kNN: Classification of agarwood types in oil and wooden using E-nose
Agarwood is one of the most expensive woods existed that has been used in many fields such as ceremony, religion, medical and more. There are many spe-cies of agarwood which give different quality. The most high-demand species were A. Malaccensis and A. Crassna. However, there is hard to differentia...
| Main Authors: | , , , , , , |
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| Format: | Conference or Workshop Item |
| Language: | English English |
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| Online Access: | http://umpir.ump.edu.my/id/eprint/32770/ http://umpir.ump.edu.my/id/eprint/32770/1/kNN-%20Classification%20of%20agarwood%20types%20in%20oil%20and%20wooden%20using%20E-nose.pdf http://umpir.ump.edu.my/id/eprint/32770/2/kNN%20_Classification%20of%20agarwood%20types%20in%20oil%20and%20wooden%20using%20E-nose.pdf |
| _version_ | 1848824106036756480 |
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| author | Mujahid, Mohamad Muhammad Sharfi, Najib Saiful Nizam, Tajuddin Suhaimi, Mohd Daud Nur Farina, Hamidon Majid Suziyanti, Zaib Muhamad Faruqi, Zahari |
| author_facet | Mujahid, Mohamad Muhammad Sharfi, Najib Saiful Nizam, Tajuddin Suhaimi, Mohd Daud Nur Farina, Hamidon Majid Suziyanti, Zaib Muhamad Faruqi, Zahari |
| author_sort | Mujahid, Mohamad |
| building | UMP Institutional Repository |
| collection | Online Access |
| description | Agarwood is one of the most expensive woods existed that has been used in many fields such as ceremony, religion, medical and more. There are many spe-cies of agarwood which give different quality. The most high-demand species were A. Malaccensis and A. Crassna. However, there is hard to differentiate be-tween both species either in oil or wooden medium. There is still no analytic standard method available to differentiate them. This study introduces a method of determining the types of agarwood specifically an A. Malaccensis and
A. Crassna in oil and in the wooden medium using e-nose with k-Nearest Neighbour (kNN) analysis. In other to achieve that purpose, the objectives of this study were to develop the odor profile of A. Malaccensis and A. Crassna in oil and wooden medium, to classify A. Malaccensis and A. Crassna in oil and wooden medium using kNN classifier, and to measure the performance of kNN classifier on A. Malaccensis and A. Crassna on oil and wooden medium. As the result, the introduced method was able to classify both types of agarwood in both mediums with a high classification rate which is 94.5 percent accurate. |
| first_indexed | 2025-11-15T03:07:45Z |
| format | Conference or Workshop Item |
| id | ump-32770 |
| institution | Universiti Malaysia Pahang |
| institution_category | Local University |
| language | English English |
| last_indexed | 2025-11-15T03:07:45Z |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | ump-327702021-12-07T07:57:30Z http://umpir.ump.edu.my/id/eprint/32770/ kNN: Classification of agarwood types in oil and wooden using E-nose Mujahid, Mohamad Muhammad Sharfi, Najib Saiful Nizam, Tajuddin Suhaimi, Mohd Daud Nur Farina, Hamidon Majid Suziyanti, Zaib Muhamad Faruqi, Zahari TP Chemical technology TS Manufactures Agarwood is one of the most expensive woods existed that has been used in many fields such as ceremony, religion, medical and more. There are many spe-cies of agarwood which give different quality. The most high-demand species were A. Malaccensis and A. Crassna. However, there is hard to differentiate be-tween both species either in oil or wooden medium. There is still no analytic standard method available to differentiate them. This study introduces a method of determining the types of agarwood specifically an A. Malaccensis and A. Crassna in oil and in the wooden medium using e-nose with k-Nearest Neighbour (kNN) analysis. In other to achieve that purpose, the objectives of this study were to develop the odor profile of A. Malaccensis and A. Crassna in oil and wooden medium, to classify A. Malaccensis and A. Crassna in oil and wooden medium using kNN classifier, and to measure the performance of kNN classifier on A. Malaccensis and A. Crassna on oil and wooden medium. As the result, the introduced method was able to classify both types of agarwood in both mediums with a high classification rate which is 94.5 percent accurate. Conference or Workshop Item PeerReviewed pdf en http://umpir.ump.edu.my/id/eprint/32770/1/kNN-%20Classification%20of%20agarwood%20types%20in%20oil%20and%20wooden%20using%20E-nose.pdf pdf en http://umpir.ump.edu.my/id/eprint/32770/2/kNN%20_Classification%20of%20agarwood%20types%20in%20oil%20and%20wooden%20using%20E-nose.pdf Mujahid, Mohamad and Muhammad Sharfi, Najib and Saiful Nizam, Tajuddin and Suhaimi, Mohd Daud and Nur Farina, Hamidon Majid and Suziyanti, Zaib and Muhamad Faruqi, Zahari kNN: Classification of agarwood types in oil and wooden using E-nose. In: The 6th International Conference on Electrical, Control and Computer Engineering (InECCE2021) , 23rd August 2021 , Microsoft Teams platform. pp. 1-15.. (Unpublished) (Unpublished) |
| spellingShingle | TP Chemical technology TS Manufactures Mujahid, Mohamad Muhammad Sharfi, Najib Saiful Nizam, Tajuddin Suhaimi, Mohd Daud Nur Farina, Hamidon Majid Suziyanti, Zaib Muhamad Faruqi, Zahari kNN: Classification of agarwood types in oil and wooden using E-nose |
| title | kNN: Classification of agarwood types in oil and wooden using E-nose |
| title_full | kNN: Classification of agarwood types in oil and wooden using E-nose |
| title_fullStr | kNN: Classification of agarwood types in oil and wooden using E-nose |
| title_full_unstemmed | kNN: Classification of agarwood types in oil and wooden using E-nose |
| title_short | kNN: Classification of agarwood types in oil and wooden using E-nose |
| title_sort | knn: classification of agarwood types in oil and wooden using e-nose |
| topic | TP Chemical technology TS Manufactures |
| url | http://umpir.ump.edu.my/id/eprint/32770/ http://umpir.ump.edu.my/id/eprint/32770/1/kNN-%20Classification%20of%20agarwood%20types%20in%20oil%20and%20wooden%20using%20E-nose.pdf http://umpir.ump.edu.my/id/eprint/32770/2/kNN%20_Classification%20of%20agarwood%20types%20in%20oil%20and%20wooden%20using%20E-nose.pdf |