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Immune network algorithm in monthly streamflow prediction at Johor river

This study proposes an alternative method in generating future stream flow data with single-point river stage. Prediction of stream flow data is important in water resources engineering for planning and design purposes in order to estimate long term forecasting. This paper utilizes Artificial Immune...

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Main Authors: Ali N.I.M., Malek M.A., Ismail A.R.
Other Authors: 57196922041
Format: Article
Published: Asian Research Publishing Network 2023
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spelling my.uniten.dspace-225652023-05-29T14:02:05Z Immune network algorithm in monthly streamflow prediction at Johor river Ali N.I.M. Malek M.A. Ismail A.R. 57196922041 55636320055 36995749000 This study proposes an alternative method in generating future stream flow data with single-point river stage. Prediction of stream flow data is important in water resources engineering for planning and design purposes in order to estimate long term forecasting. This paper utilizes Artificial Immune System (AIS) in modelling the stream flow of one stations of Johor River. AIS has the abilities of self-organizing, memory, recognition, adaptive and ability of learning inspired from the immune system. Immune Network Algorithm is part of the three main algorithm in AIS. The model of Immune Network Algorithm used in this study is aiNet. The training process in aiNet is partly inspired by clonal selection principle and the other part uses antibody interactions for removing redundancy and finding data patterns. Like any other traditional statistical and stochastic techniques, results from this study, exhibit that, Immune Network Algorithm is capable of producing future stream flow data at monthly duration with various advantages. � 2006-2015 Asian Research Publishing Network (ARPN). Final 2023-05-29T06:02:04Z 2023-05-29T06:02:04Z 2015 Article 2-s2.0-84923848950 https://www.scopus.com/inward/record.uri?eid=2-s2.0-84923848950&partnerID=40&md5=93c72bc9464ae65337d3d7b2c4fd3d0a https://irepository.uniten.edu.my/handle/123456789/22565 10 3 1352 1356 Asian Research Publishing Network Scopus
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/
description This study proposes an alternative method in generating future stream flow data with single-point river stage. Prediction of stream flow data is important in water resources engineering for planning and design purposes in order to estimate long term forecasting. This paper utilizes Artificial Immune System (AIS) in modelling the stream flow of one stations of Johor River. AIS has the abilities of self-organizing, memory, recognition, adaptive and ability of learning inspired from the immune system. Immune Network Algorithm is part of the three main algorithm in AIS. The model of Immune Network Algorithm used in this study is aiNet. The training process in aiNet is partly inspired by clonal selection principle and the other part uses antibody interactions for removing redundancy and finding data patterns. Like any other traditional statistical and stochastic techniques, results from this study, exhibit that, Immune Network Algorithm is capable of producing future stream flow data at monthly duration with various advantages. � 2006-2015 Asian Research Publishing Network (ARPN).
author2 57196922041
author_facet 57196922041
Ali N.I.M.
Malek M.A.
Ismail A.R.
format Article
author Ali N.I.M.
Malek M.A.
Ismail A.R.
spellingShingle Ali N.I.M.
Malek M.A.
Ismail A.R.
Immune network algorithm in monthly streamflow prediction at Johor river
author_sort Ali N.I.M.
title Immune network algorithm in monthly streamflow prediction at Johor river
title_short Immune network algorithm in monthly streamflow prediction at Johor river
title_full Immune network algorithm in monthly streamflow prediction at Johor river
title_fullStr Immune network algorithm in monthly streamflow prediction at Johor river
title_full_unstemmed Immune network algorithm in monthly streamflow prediction at Johor river
title_sort immune network algorithm in monthly streamflow prediction at johor river
publisher Asian Research Publishing Network
publishDate 2023
_version_ 1806425799876673536
score 13.222552

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