Flood forecasting at Jerantut, Pahang by using artificial neural network (ANN)

Developing flood forecasting is necessity especially for east coast peninsular Malaysia that experienced flood every year due to northeast monsoon. A strong performance of forecasting model to predict water level could be a solution to minimize bad impact of flood. Artificial Neural Network (ANN) us...

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Main Author: Nurul Izzah, Osman
Format: Undergraduates Project Papers
Language:English
Published: 2017
Subjects:
Online Access:http://umpir.ump.edu.my/id/eprint/25620/
http://umpir.ump.edu.my/id/eprint/25620/
http://umpir.ump.edu.my/id/eprint/25620/1/Flood%20forecasting%20at%20Jerantut%2C%20Pahang%20by%20using%20artificial%20neural%20network.pdf
id ump-25620
recordtype eprints
spelling ump-256202019-08-08T08:09:32Z http://umpir.ump.edu.my/id/eprint/25620/ Flood forecasting at Jerantut, Pahang by using artificial neural network (ANN) Nurul Izzah, Osman TA Engineering (General). Civil engineering (General) Developing flood forecasting is necessity especially for east coast peninsular Malaysia that experienced flood every year due to northeast monsoon. A strong performance of forecasting model to predict water level could be a solution to minimize bad impact of flood. Artificial Neural Network (ANN) use historical data to find data pattern to make data forecasting. Historical data require to generate the result by forecast a model. A case study had been applied at the Sungai Yap at Pahang River where hourly water level data dated from 1985 until 2015 have been used to forecast hourly water level. In this study, three type of time interval 1, 3 and 6 hour and 5 types of data input which are 3, 4, 5, 6 and 7 were analysed. Result showed that all data input successfully achieve high accuracy forecasting result where 0.9 to 1 for NSC value were recorded. 2017-06 Undergraduates Project Papers NonPeerReviewed pdf en http://umpir.ump.edu.my/id/eprint/25620/1/Flood%20forecasting%20at%20Jerantut%2C%20Pahang%20by%20using%20artificial%20neural%20network.pdf Nurul Izzah, Osman (2017) Flood forecasting at Jerantut, Pahang by using artificial neural network (ANN). Faculty of Civil Engineering and Earth Resources, Universiti Malaysia Pahang. http://iportal.ump.edu.my/lib/item?id=chamo:102681&theme=UMP2
repository_type Digital Repository
institution_category Local University
institution Universiti Malaysia Pahang
building UMP Institutional Repository
collection Online Access
language English
topic TA Engineering (General). Civil engineering (General)
spellingShingle TA Engineering (General). Civil engineering (General)
Nurul Izzah, Osman
Flood forecasting at Jerantut, Pahang by using artificial neural network (ANN)
description Developing flood forecasting is necessity especially for east coast peninsular Malaysia that experienced flood every year due to northeast monsoon. A strong performance of forecasting model to predict water level could be a solution to minimize bad impact of flood. Artificial Neural Network (ANN) use historical data to find data pattern to make data forecasting. Historical data require to generate the result by forecast a model. A case study had been applied at the Sungai Yap at Pahang River where hourly water level data dated from 1985 until 2015 have been used to forecast hourly water level. In this study, three type of time interval 1, 3 and 6 hour and 5 types of data input which are 3, 4, 5, 6 and 7 were analysed. Result showed that all data input successfully achieve high accuracy forecasting result where 0.9 to 1 for NSC value were recorded.
format Undergraduates Project Papers
author Nurul Izzah, Osman
author_facet Nurul Izzah, Osman
author_sort Nurul Izzah, Osman
title Flood forecasting at Jerantut, Pahang by using artificial neural network (ANN)
title_short Flood forecasting at Jerantut, Pahang by using artificial neural network (ANN)
title_full Flood forecasting at Jerantut, Pahang by using artificial neural network (ANN)
title_fullStr Flood forecasting at Jerantut, Pahang by using artificial neural network (ANN)
title_full_unstemmed Flood forecasting at Jerantut, Pahang by using artificial neural network (ANN)
title_sort flood forecasting at jerantut, pahang by using artificial neural network (ann)
publishDate 2017
url http://umpir.ump.edu.my/id/eprint/25620/
http://umpir.ump.edu.my/id/eprint/25620/
http://umpir.ump.edu.my/id/eprint/25620/1/Flood%20forecasting%20at%20Jerantut%2C%20Pahang%20by%20using%20artificial%20neural%20network.pdf
first_indexed 2023-09-18T22:39:26Z
last_indexed 2023-09-18T22:39:26Z
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