Aromatic herbs classification by using discriminant analysis techniques
An electronic nose was used to distinguish between selected herb samples according to their family group species. This paper aims to evaluate the potential of using the electronic nose to characterize three groups of families of twelve herb species based on the discriminant analysis approach. The fe...
| Main Authors: | , , , , |
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| Format: | Article |
| Language: | English |
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Institute of Advanced Engineering and Science
2017
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| Online Access: | http://psasir.upm.edu.my/id/eprint/60927/1/Aromatic%20herbs%20classification%20by%20using%20discriminant%20analysis%20techniques.pdf |
| _version_ | 1825932261752569856 |
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| author | Mohamad Radzi, Nur Fadzilah Che Soh, Azura Ishak, Asnor Juraiza Hassan, Mohd Khair Mohamad Yusof, Umi Kalsom |
| author_facet | Mohamad Radzi, Nur Fadzilah Che Soh, Azura Ishak, Asnor Juraiza Hassan, Mohd Khair Mohamad Yusof, Umi Kalsom |
| author_sort | Mohamad Radzi, Nur Fadzilah |
| collection | UPM |
| description | An electronic nose was used to distinguish between selected herb samples according to their family group species. This paper aims to evaluate the potential of using the electronic nose to characterize three groups of families of twelve herb species based on the discriminant analysis approach. The feature extraction involves the use of a signal processing technique that simplifies classification and yields optimal results. Two discriminant techniques: the principal component analysis (PCA) and the multiple discriminant analysis (MDA) were used to investigate the potential to distinguish herb species between several herbs within the same family group. The results showed that the twelve herb species can be better classified using the MDA method compared to the PCA method. |
| first_indexed | 2024-03-06T09:39:16Z |
| format | Article |
| id | upm.eprints-60927 |
| institution | Universiti Putra Malaysia |
| language | English |
| last_indexed | 2024-03-06T09:39:16Z |
| publishDate | 2017 |
| publisher | Institute of Advanced Engineering and Science |
| record_format | dspace |
| spelling | upm.eprints-609272020-02-03T01:50:00Z http://psasir.upm.edu.my/id/eprint/60927/ Aromatic herbs classification by using discriminant analysis techniques Mohamad Radzi, Nur Fadzilah Che Soh, Azura Ishak, Asnor Juraiza Hassan, Mohd Khair Mohamad Yusof, Umi Kalsom An electronic nose was used to distinguish between selected herb samples according to their family group species. This paper aims to evaluate the potential of using the electronic nose to characterize three groups of families of twelve herb species based on the discriminant analysis approach. The feature extraction involves the use of a signal processing technique that simplifies classification and yields optimal results. Two discriminant techniques: the principal component analysis (PCA) and the multiple discriminant analysis (MDA) were used to investigate the potential to distinguish herb species between several herbs within the same family group. The results showed that the twelve herb species can be better classified using the MDA method compared to the PCA method. Institute of Advanced Engineering and Science 2017 Article PeerReviewed text en http://psasir.upm.edu.my/id/eprint/60927/1/Aromatic%20herbs%20classification%20by%20using%20discriminant%20analysis%20techniques.pdf Mohamad Radzi, Nur Fadzilah and Che Soh, Azura and Ishak, Asnor Juraiza and Hassan, Mohd Khair and Mohamad Yusof, Umi Kalsom (2017) Aromatic herbs classification by using discriminant analysis techniques. Indonesian Journal of Electrical Engineering and Computer Science, 5 (3). pp. 530-535. ISSN 2502-4752; ESSN: 2502-4760 http://ijeecs.iaescore.com/index.php/IJEECS/article/view/6501 10.11591/ijeecs.v5.i3.pp530-535 |
| spellingShingle | Mohamad Radzi, Nur Fadzilah Che Soh, Azura Ishak, Asnor Juraiza Hassan, Mohd Khair Mohamad Yusof, Umi Kalsom Aromatic herbs classification by using discriminant analysis techniques |
| title | Aromatic herbs classification by using discriminant analysis techniques |
| title_full | Aromatic herbs classification by using discriminant analysis techniques |
| title_fullStr | Aromatic herbs classification by using discriminant analysis techniques |
| title_full_unstemmed | Aromatic herbs classification by using discriminant analysis techniques |
| title_short | Aromatic herbs classification by using discriminant analysis techniques |
| title_sort | aromatic herbs classification by using discriminant analysis techniques |
| url | http://psasir.upm.edu.my/id/eprint/60927/1/Aromatic%20herbs%20classification%20by%20using%20discriminant%20analysis%20techniques.pdf |
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