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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
https://ir.uitm.edu.my/id/eprint/84859/
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id my.uitm.ir.84859
record_format eprints
spelling my.uitm.ir.848592024-02-23T04:06:02Z https://ir.uitm.edu.my/id/eprint/84859/ Development of Artificial Neural Network (ANN) for lightning prediction under Malaysia environment / Jeremy AK Stewart Bedimbap 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 NonPeerReviewed text en https://ir.uitm.edu.my/id/eprint/84859/1/84859.pdf Development of Artificial Neural Network (ANN) for lightning prediction under Malaysia environment / Jeremy AK Stewart Bedimbap. (2009) Degree thesis, thesis, Universiti Teknologi MARA (UiTM).
institution Universiti Teknologi Mara
building Tun Abdul Razak Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Mara
content_source UiTM Institutional Repository
url_provider http://ir.uitm.edu.my/
language English
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
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
publishDate 2009
url https://ir.uitm.edu.my/id/eprint/84859/1/84859.pdf
https://ir.uitm.edu.my/id/eprint/84859/
_version_ 1792159395170222080
score 13.211869

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