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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Main Author:	Mat Noor, Norfaeza
Format:	Thesis
Language:	English
Published:	2006
Subjects:	Electronic Computers Computer Science
Online Access:	https://ir.uitm.edu.my/id/eprint/1808/1/TD_NORFAEZA%20MAT%20NOOR%20CS%2006_5%20P01.pdf
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id	my-uitm-ir.1808
record_format	uketd_dc
spelling	my-uitm-ir.18082019-11-14T07:36:01Z License plate recognition using Kohonen neural network algorithm / Norfaeza Mat Noor 2006 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 https://ir.uitm.edu.my/id/eprint/1808/ https://ir.uitm.edu.my/id/eprint/1808/1/TD_NORFAEZA%20MAT%20NOOR%20CS%2006_5%20P01.pdf text en public degree Universiti Teknologi MARA Faculty of Computer and Mathematical Sciences
institution	Universiti Teknologi MARA
collection	UiTM Institutional Repository
language	English
topic	Electronic Computers Computer Science
spellingShingle	Electronic Computers Computer Science Mat Noor, Norfaeza License plate recognition using Kohonen neural network algorithm / Norfaeza Mat Noor
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
format	Thesis
qualification_level	Bachelor degree
author	Mat Noor, Norfaeza
author_facet	Mat Noor, Norfaeza
author_sort	Mat Noor, Norfaeza
title	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_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_sort	license plate recognition using kohonen neural network algorithm / norfaeza mat noor
granting_institution	Universiti Teknologi MARA
granting_department	Faculty of Computer and Mathematical Sciences
publishDate	2006
url	https://ir.uitm.edu.my/id/eprint/1808/1/TD_NORFAEZA%20MAT%20NOOR%20CS%2006_5%20P01.pdf
_version_	1783733058455732224

License plate recognition using Kohonen neural network algorithm / Norfaeza Mat Noor

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