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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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 |
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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 |
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Universiti Malaysia Pahang |
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language |
English |
topic |
TA Engineering (General). Civil engineering (General) |
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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 |
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2023-09-18T22:39:26Z |
last_indexed |
2023-09-18T22:39:26Z |
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