Anfis modelling of carbon removal in domestic wastewater treatment plant
Wastewater treatment plant involves highly complex and uncertain processes, which are quite difficult to forecast. However, smooth and efficient operation of the treatment plant depends on an appropriate model capable of describing accurately the dynamic nature of the system. Most of the existing mo...
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my.utm.509002017-09-14T07:57:12Z http://eprints.utm.my/id/eprint/50900/ Anfis modelling of carbon removal in domestic wastewater treatment plant Gaya, M. S. Wahab, N. A. Sam, Y. M. Anuar, A. N. Samsuddin, S. I. TK Electrical engineering. Electronics Nuclear engineering Wastewater treatment plant involves highly complex and uncertain processes, which are quite difficult to forecast. However, smooth and efficient operation of the treatment plant depends on an appropriate model capable of describing accurately the dynamic nature of the system. Most of the existing models were applied to industrial wastewater treatment plants. Therefore, this paper proposed an ANFIS model for carbon and nitrogen removal in the Bunus regional sewage wastewater treatment plant, Kuala Lumpur, Malaysia. For comparison, feed-forward neural network is used. Simulation results revealed that the ANFIS model demonstrated slightly better prediction capability in all the considered variables, chemical oxygen demand (COD), suspended solids (SS) and ammonium nitrogen (NH4-N) as compared to the FFNN model, thus proving that the proposed ANFIS model is reliable and useful to the wastewater treatment plant. 2013 Conference or Workshop Item PeerReviewed Gaya, M. S. and Wahab, N. A. and Sam, Y. M. and Anuar, A. N. and Samsuddin, S. I. (2013) Anfis modelling of carbon removal in domestic wastewater treatment plant. In: Applied Mechanics And Materials. http://www.jurnalteknologi.utm.my/index.php/jurnalteknologi/article/view/2839 |
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TK Electrical engineering. Electronics Nuclear engineering Gaya, M. S. Wahab, N. A. Sam, Y. M. Anuar, A. N. Samsuddin, S. I. Anfis modelling of carbon removal in domestic wastewater treatment plant |
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Wastewater treatment plant involves highly complex and uncertain processes, which are quite difficult to forecast. However, smooth and efficient operation of the treatment plant depends on an appropriate model capable of describing accurately the dynamic nature of the system. Most of the existing models were applied to industrial wastewater treatment plants. Therefore, this paper proposed an ANFIS model for carbon and nitrogen removal in the Bunus regional sewage wastewater treatment plant, Kuala Lumpur, Malaysia. For comparison, feed-forward neural network is used. Simulation results revealed that the ANFIS model demonstrated slightly better prediction capability in all the considered variables, chemical oxygen demand (COD), suspended solids (SS) and ammonium nitrogen (NH4-N) as compared to the FFNN model, thus proving that the proposed ANFIS model is reliable and useful to the wastewater treatment plant. |
format |
Conference or Workshop Item |
author |
Gaya, M. S. Wahab, N. A. Sam, Y. M. Anuar, A. N. Samsuddin, S. I. |
author_facet |
Gaya, M. S. Wahab, N. A. Sam, Y. M. Anuar, A. N. Samsuddin, S. I. |
author_sort |
Gaya, M. S. |
title |
Anfis modelling of carbon removal in domestic wastewater treatment plant |
title_short |
Anfis modelling of carbon removal in domestic wastewater treatment plant |
title_full |
Anfis modelling of carbon removal in domestic wastewater treatment plant |
title_fullStr |
Anfis modelling of carbon removal in domestic wastewater treatment plant |
title_full_unstemmed |
Anfis modelling of carbon removal in domestic wastewater treatment plant |
title_sort |
anfis modelling of carbon removal in domestic wastewater treatment plant |
publishDate |
2013 |
url |
http://eprints.utm.my/id/eprint/50900/ http://www.jurnalteknologi.utm.my/index.php/jurnalteknologi/article/view/2839 |
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1643652879516434432 |
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13.209306 |