An implementation of artificial neural network (ANN) based on load demand forecasting for UiTM building / Mohd Najib Mohd Hussain
This project report presents the application of Artificial Neural network (ANN), as one of the modern technologies based on artificial intelligence, for short term load forecasting in distribution system of UiTM building. ANN models are based on the activity in the human brain such as learning, gene...
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2003
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Online Access: | https://ir.uitm.edu.my/id/eprint/77934/1/77934.pdf |
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my-uitm-ir.779342023-07-26T00:34:40Z An implementation of artificial neural network (ANN) based on load demand forecasting for UiTM building / Mohd Najib Mohd Hussain 2003 Mohd Hussain, Mohd Najib Back propagation (Artificial intelligence) This project report presents the application of Artificial Neural network (ANN), as one of the modern technologies based on artificial intelligence, for short term load forecasting in distribution system of UiTM building. ANN models are based on the activity in the human brain such as learning, generalization, recognition, and complex control [ 1]. First, a literature survey was conducted on the subject. Most of the reported models are based on the so-called Multi-Layer Perceptron (MLP) network. The ANN have the ability to respond to input stimuli and for learn to adapt to the environment by use a Multi-layer Perceptron (MLP) network as a network to identify the assumed relation between the future load and the earlier load [2]. Several models were developed and tested on the real load data of a UiTM electric utility by using a MLP network to identify the assumed relation between the future load and the earlier load including day, time, activity and temperature as inputs for the system. 2003 Thesis https://ir.uitm.edu.my/id/eprint/77934/ https://ir.uitm.edu.my/id/eprint/77934/1/77934.pdf text en public degree Universiti Teknologi MARA (UiTM) Faculty of Electrical Engineering Abdul Rahman, Titik Khawa |
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Universiti Teknologi MARA |
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UiTM Institutional Repository |
language |
English |
advisor |
Abdul Rahman, Titik Khawa |
topic |
Back propagation (Artificial intelligence) |
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Back propagation (Artificial intelligence) Mohd Hussain, Mohd Najib An implementation of artificial neural network (ANN) based on load demand forecasting for UiTM building / Mohd Najib Mohd Hussain |
description |
This project report presents the application of Artificial Neural network (ANN), as one of the modern technologies based on artificial intelligence, for short term load forecasting in distribution system of UiTM building. ANN models are based on the activity in the human brain such as learning, generalization, recognition, and complex control [ 1]. First, a literature survey was conducted on the subject. Most of the reported models are based on the so-called Multi-Layer Perceptron (MLP) network. The ANN have the ability to respond to input stimuli and for learn to adapt to the environment by use a Multi-layer Perceptron (MLP) network as a network to identify the assumed relation between the future load and the earlier load [2]. Several models were developed and tested on the real load data of a UiTM electric utility by using a MLP network to identify the assumed relation between the future load and the earlier load including day, time, activity and temperature as inputs for the system. |
format |
Thesis |
qualification_level |
Bachelor degree |
author |
Mohd Hussain, Mohd Najib |
author_facet |
Mohd Hussain, Mohd Najib |
author_sort |
Mohd Hussain, Mohd Najib |
title |
An implementation of artificial neural network (ANN) based on load demand forecasting for UiTM building / Mohd Najib Mohd Hussain |
title_short |
An implementation of artificial neural network (ANN) based on load demand forecasting for UiTM building / Mohd Najib Mohd Hussain |
title_full |
An implementation of artificial neural network (ANN) based on load demand forecasting for UiTM building / Mohd Najib Mohd Hussain |
title_fullStr |
An implementation of artificial neural network (ANN) based on load demand forecasting for UiTM building / Mohd Najib Mohd Hussain |
title_full_unstemmed |
An implementation of artificial neural network (ANN) based on load demand forecasting for UiTM building / Mohd Najib Mohd Hussain |
title_sort |
implementation of artificial neural network (ann) based on load demand forecasting for uitm building / mohd najib mohd hussain |
granting_institution |
Universiti Teknologi MARA (UiTM) |
granting_department |
Faculty of Electrical Engineering |
publishDate |
2003 |
url |
https://ir.uitm.edu.my/id/eprint/77934/1/77934.pdf |
_version_ |
1783736184503009280 |