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:	http://ir.uitm.edu.my/id/eprint/1808/ http://ir.uitm.edu.my/id/eprint/1808/1/TD_NORFAEZA%20MAT%20NOOR%20CS%2006_5%20P01.pdf

id	uitm-1808
recordtype	eprints
spelling	uitm-18082019-11-14T07:36:01Z http://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 http://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. Degree thesis, Universiti Teknologi MARA.
repository_type	Digital Repository
institution_category	Local University
institution	Universiti Teknologi MARA
building	UiTM Institutional Repository
collection	Online Access
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
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
publishDate	2006
url	http://ir.uitm.edu.my/id/eprint/1808/ http://ir.uitm.edu.my/id/eprint/1808/1/TD_NORFAEZA%20MAT%20NOOR%20CS%2006_5%20P01.pdf
first_indexed	2023-09-18T22:46:20Z
last_indexed	2023-09-18T22:46:20Z
_version_	1777417249354678272

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

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