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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Main Author: Mohd Hussain, Mohd Najib
Format: Thesis
Language:English
Published: 2003
Subjects:
Online Access:https://ir.uitm.edu.my/id/eprint/77934/1/77934.pdf
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spelling 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
institution Universiti Teknologi MARA
collection UiTM Institutional Repository
language English
advisor Abdul Rahman, Titik Khawa
topic Back propagation (Artificial intelligence)
spellingShingle 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
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