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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| Format: | Proceeding Paper |
| Language: | English English |
| Published: |
2014
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| Subjects: | |
| Online Access: | http://irep.iium.edu.my/40827/ http://irep.iium.edu.my/40827/1/Immune_Network_Algorithm_in_Monthly_Streamflow_Prediction_at_Johor_River.pdf http://irep.iium.edu.my/40827/3/advcit-official-proceeding.pdf |
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| author | Mat Ali, Nur Izzah Abdul Malik, Marlinda Ismail , Amelia Ritahani |
| author_facet | Mat Ali, Nur Izzah Abdul Malik, Marlinda Ismail , Amelia Ritahani |
| author_sort | Mat Ali, Nur Izzah |
| building | IIUM Repository |
| collection | Online Access |
| 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. |
| first_indexed | 2025-11-14T15:58:43Z |
| format | Proceeding Paper |
| id | iium-40827 |
| institution | International Islamic University Malaysia |
| institution_category | Local University |
| language | English English |
| last_indexed | 2025-11-14T15:58:43Z |
| publishDate | 2014 |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | iium-408272015-10-15T07:30:18Z http://irep.iium.edu.my/40827/ Immune network algorithm in monthly streamflow prediction at Johor river Mat Ali, Nur Izzah Abdul Malik, Marlinda Ismail , Amelia Ritahani QA75 Electronic computers. Computer science 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. 2014 Proceeding Paper PeerReviewed application/pdf en http://irep.iium.edu.my/40827/1/Immune_Network_Algorithm_in_Monthly_Streamflow_Prediction_at_Johor_River.pdf application/pdf en http://irep.iium.edu.my/40827/3/advcit-official-proceeding.pdf Mat Ali, Nur Izzah and Abdul Malik, Marlinda and Ismail , Amelia Ritahani (2014) Immune network algorithm in monthly streamflow prediction at Johor river. In: Advancement in Information Technology International Conference , 16-18 December 2014, Bandung, Indonesia. http://advcit.com/ |
| spellingShingle | QA75 Electronic computers. Computer science Mat Ali, Nur Izzah Abdul Malik, Marlinda Ismail , Amelia Ritahani Immune network algorithm in monthly streamflow prediction at Johor river |
| title | 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_short | Immune network algorithm in monthly streamflow prediction at Johor river |
| title_sort | immune network algorithm in monthly streamflow prediction at johor river |
| topic | QA75 Electronic computers. Computer science |
| url | http://irep.iium.edu.my/40827/ http://irep.iium.edu.my/40827/ http://irep.iium.edu.my/40827/1/Immune_Network_Algorithm_in_Monthly_Streamflow_Prediction_at_Johor_River.pdf http://irep.iium.edu.my/40827/3/advcit-official-proceeding.pdf |