Development of Artificial Neural Network (ANN) for lightning prediction under Malaysia environment / Jeremy AK Stewart Bedimbap

The purpose of this project is to present the development of Artificial Neural Network (ANN) for lightning prediction under Malaysia environment. The study of Artificial Neural Network is very important in achieving the objective. The system was implemented using the data from Malaysia Meteorologica...

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Bibliographic Details
Main Author:	Stewart Bedimbap, Jeremy
Format:	Thesis
Language:	English
Published:	2009
Online Access:	https://ir.uitm.edu.my/id/eprint/84859/1/84859.pdf
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id	my-uitm-ir.84859
record_format	uketd_dc
spelling	my-uitm-ir.848592024-02-23T04:06:02Z Development of Artificial Neural Network (ANN) for lightning prediction under Malaysia environment / Jeremy AK Stewart Bedimbap 2009 Stewart Bedimbap, Jeremy The purpose of this project is to present the development of Artificial Neural Network (ANN) for lightning prediction under Malaysia environment. The study of Artificial Neural Network is very important in achieving the objective. The system was implemented using the data from Malaysia Meteorological Service (MMS) and Tenaga National Berhad (TNB) for weather data and lightning data respectively. In the proposed method, a three layer back-propagation neural network with Levenberg Marquardt algorithm has been developed and predicts the output data for the next four hours. Through training, ANN will able to recognize the pattern of input data and predict for the future output. The Levenberg Marquardt technique has been used to train ANN that receive input data and select the best output with the smallest error between output data and target data. The understanding of lightning characteristic is also important in this project because its help to improve the performance of the ANN system in predicting lightning activity. All the simulation in this project is using Matlab software. 2009 Thesis https://ir.uitm.edu.my/id/eprint/84859/ https://ir.uitm.edu.my/id/eprint/84859/1/84859.pdf text en public degree Universiti Teknologi MARA (UiTM) Faculty of Electrical Engineering Johari, Dalina
institution	Universiti Teknologi MARA
collection	UiTM Institutional Repository
language	English
advisor	Johari, Dalina
description	The purpose of this project is to present the development of Artificial Neural Network (ANN) for lightning prediction under Malaysia environment. The study of Artificial Neural Network is very important in achieving the objective. The system was implemented using the data from Malaysia Meteorological Service (MMS) and Tenaga National Berhad (TNB) for weather data and lightning data respectively. In the proposed method, a three layer back-propagation neural network with Levenberg Marquardt algorithm has been developed and predicts the output data for the next four hours. Through training, ANN will able to recognize the pattern of input data and predict for the future output. The Levenberg Marquardt technique has been used to train ANN that receive input data and select the best output with the smallest error between output data and target data. The understanding of lightning characteristic is also important in this project because its help to improve the performance of the ANN system in predicting lightning activity. All the simulation in this project is using Matlab software.
format	Thesis
qualification_level	Bachelor degree
author	Stewart Bedimbap, Jeremy
spellingShingle	Stewart Bedimbap, Jeremy Development of Artificial Neural Network (ANN) for lightning prediction under Malaysia environment / Jeremy AK Stewart Bedimbap
author_facet	Stewart Bedimbap, Jeremy
author_sort	Stewart Bedimbap, Jeremy
title	Development of Artificial Neural Network (ANN) for lightning prediction under Malaysia environment / Jeremy AK Stewart Bedimbap
title_short	Development of Artificial Neural Network (ANN) for lightning prediction under Malaysia environment / Jeremy AK Stewart Bedimbap
title_full	Development of Artificial Neural Network (ANN) for lightning prediction under Malaysia environment / Jeremy AK Stewart Bedimbap
title_fullStr	Development of Artificial Neural Network (ANN) for lightning prediction under Malaysia environment / Jeremy AK Stewart Bedimbap
title_full_unstemmed	Development of Artificial Neural Network (ANN) for lightning prediction under Malaysia environment / Jeremy AK Stewart Bedimbap
title_sort	development of artificial neural network (ann) for lightning prediction under malaysia environment / jeremy ak stewart bedimbap
granting_institution	Universiti Teknologi MARA (UiTM)
granting_department	Faculty of Electrical Engineering
publishDate	2009
url	https://ir.uitm.edu.my/id/eprint/84859/1/84859.pdf
_version_	1794192061429186560

Development of Artificial Neural Network (ANN) for lightning prediction under Malaysia environment / Jeremy AK Stewart Bedimbap

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