License plate recognition using Kohonen neural network algorithm / Norfaeza Mat Noor
License plate recognition is one of important techniques that can be used for the identification vehicles. It is useful in many applications such as entrance admission, security, parking control, traffic enforcement, and toll gate automation. This paper focuses on the development of the character...
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| Format: | Thesis |
| Language: | English |
| Published: |
2006
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| Online Access: | https://ir.uitm.edu.my/id/eprint/1808/ |
| _version_ | 1848802605554204672 |
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| author | Mat Noor, Norfaeza |
| author_facet | Mat Noor, Norfaeza |
| author_sort | Mat Noor, Norfaeza |
| building | UiTM Institutional Repository |
| collection | Online Access |
| description | License plate recognition is one of important techniques that can be used for the
identification vehicles. It is useful in many applications such as entrance admission,
security, parking control, traffic enforcement, and toll gate automation. This paper
focuses on the development of the character recognition for license plate number. In the
development of this system, several stages have to be executed. The preprocessing is
implemented by using MATLAB tool to preprocess the images to become as an input to
the network in binary form. For the recognition of the license plate number, the
Kohonen self-organizing map is used to recognize the license plate number with using
Euclidean distance to determine best-matching unit and employed two dimensional
Kohonen layer map. It is easily trained and has attractive properties such as topological
ordering and good generalization. Experiments are performed to determine the network
parameter beside to measure the performance of Kohonen neural network. The test result
of the prototype was shown with 78.57% accuracy.
Keyword: License plate recognition, Kohonen self-organizing map, Euclidean distance |
| first_indexed | 2025-11-14T21:26:00Z |
| format | Thesis |
| id | uitm-1808 |
| institution | Universiti Teknologi MARA |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-14T21:26:00Z |
| publishDate | 2006 |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | uitm-18082019-11-14T07:36:01Z https://ir.uitm.edu.my/id/eprint/1808/ License plate recognition using Kohonen neural network algorithm / Norfaeza Mat Noor Mat Noor, Norfaeza Electronic Computers. Computer Science License plate recognition is one of important techniques that can be used for the identification vehicles. It is useful in many applications such as entrance admission, security, parking control, traffic enforcement, and toll gate automation. This paper focuses on the development of the character recognition for license plate number. In the development of this system, several stages have to be executed. The preprocessing is implemented by using MATLAB tool to preprocess the images to become as an input to the network in binary form. For the recognition of the license plate number, the Kohonen self-organizing map is used to recognize the license plate number with using Euclidean distance to determine best-matching unit and employed two dimensional Kohonen layer map. It is easily trained and has attractive properties such as topological ordering and good generalization. Experiments are performed to determine the network parameter beside to measure the performance of Kohonen neural network. The test result of the prototype was shown with 78.57% accuracy. Keyword: License plate recognition, Kohonen self-organizing map, Euclidean distance 2006 Thesis NonPeerReviewed text en https://ir.uitm.edu.my/id/eprint/1808/1/TD_NORFAEZA%20MAT%20NOOR%20CS%2006_5%20P01.pdf Mat Noor, Norfaeza (2006) License plate recognition using Kohonen neural network algorithm / Norfaeza Mat Noor. (2006) Degree thesis, thesis, Universiti Teknologi MARA. |
| spellingShingle | Electronic Computers. Computer Science Mat Noor, Norfaeza License plate recognition using Kohonen neural network algorithm / Norfaeza Mat Noor |
| title | License plate recognition using Kohonen neural network algorithm / Norfaeza Mat Noor |
| title_full | License plate recognition using Kohonen neural network algorithm / Norfaeza Mat Noor |
| title_fullStr | License plate recognition using Kohonen neural network algorithm / Norfaeza Mat Noor |
| title_full_unstemmed | License plate recognition using Kohonen neural network algorithm / Norfaeza Mat Noor |
| title_short | License plate recognition using Kohonen neural network algorithm / Norfaeza Mat Noor |
| title_sort | license plate recognition using kohonen neural network algorithm / norfaeza mat noor |
| topic | Electronic Computers. Computer Science |
| url | https://ir.uitm.edu.my/id/eprint/1808/ |