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Time Series Water Level Forecasting Based On Convolutional Neural Network (CNN)

FYP Sem 2 2019/2020

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Main Author: Nurul Syafiqah binti Zaini
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Published: 2023
Subjects:
Time Series Forecasting
Convolutional Neural Network (CNN)
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id my.uniten.dspace-21410
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spelling my.uniten.dspace-214102023-05-04T15:05:22Z Time Series Water Level Forecasting Based On Convolutional Neural Network (CNN) Nurul Syafiqah binti Zaini Time Series Forecasting Convolutional Neural Network (CNN) FYP Sem 2 2019/2020 In Malaysia, floods are a regular natural disaster that occurs during the certain months of the year, usually from October to March due to the monsoon season. Floods occur when the water level rises above the danger stages due to heavy rainfall. Time series forecasting has been performing many years ago and various methods have been study to test their ability. In this study, Convolutional Neural Network (CNN) is suggested to forecast the time series water level. Two types of scenarios are proposed to study the reliability of the proposed model for water level forecasting. Another two methods are proposed namely Artificial Neural Network (ANN) and Long – Short Term Memory (LSTM) for comparison. In this study, result has confirm that LSTM model can achieve better prediction than the proposed model, in terms of Coefficient of determination (R²) and Mean Square Error (MSE) performance measures 2023-05-03T16:49:06Z 2023-05-03T16:49:06Z 2020-02 https://irepository.uniten.edu.my/handle/123456789/21410 application/pdf
institution Universiti Tenaga Nasional
building UNITEN Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Tenaga Nasional
content_source UNITEN Institutional Repository
url_provider http://dspace.uniten.edu.my/
topic Time Series Forecasting
Convolutional Neural Network (CNN)
spellingShingle Time Series Forecasting
Convolutional Neural Network (CNN)
Nurul Syafiqah binti Zaini
Time Series Water Level Forecasting Based On Convolutional Neural Network (CNN)
description FYP Sem 2 2019/2020
format
author Nurul Syafiqah binti Zaini
author_facet Nurul Syafiqah binti Zaini
author_sort Nurul Syafiqah binti Zaini
title Time Series Water Level Forecasting Based On Convolutional Neural Network (CNN)
title_short Time Series Water Level Forecasting Based On Convolutional Neural Network (CNN)
title_full Time Series Water Level Forecasting Based On Convolutional Neural Network (CNN)
title_fullStr Time Series Water Level Forecasting Based On Convolutional Neural Network (CNN)
title_full_unstemmed Time Series Water Level Forecasting Based On Convolutional Neural Network (CNN)
title_sort time series water level forecasting based on convolutional neural network (cnn)
publishDate 2023
_version_ 1806424365746618368
score 13.222552

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