Anfis modelling of carbon and nitrogen 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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Main Authors: Gaya, Muhammad Sani, Abdul Wahab, Norhaliza, Md. Sam, Yahaya, Samsudin, Sharatul Izah
Format: Article
Language:English
Published: Penerbit UTM 2014
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Online Access:http://eprints.utm.my/id/eprint/51864/1/MuhammadSaniGaya2014_Anfismodellingofcarbon.pdf
http://eprints.utm.my/id/eprint/51864/
http://dx.doi.org/10.11113/jt.v67.2839
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spelling my.utm.518642018-08-27T03:41:26Z http://eprints.utm.my/id/eprint/51864/ Anfis modelling of carbon and nitrogen removal in domestic wastewater treatment plant Gaya, Muhammad Sani Abdul Wahab, Norhaliza Md. Sam, Yahaya Samsudin, Sharatul Izah 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 Penerbit UTM 2014 Article PeerReviewed application/pdf en http://eprints.utm.my/id/eprint/51864/1/MuhammadSaniGaya2014_Anfismodellingofcarbon.pdf Gaya, Muhammad Sani and Abdul Wahab, Norhaliza and Md. Sam, Yahaya and Samsudin, Sharatul Izah (2014) Anfis modelling of carbon and nitrogen removal in domestic wastewater treatment plant. Jurnal Teknologi (Sciences and Engineering), 67 (5). pp. 29-34. ISSN 0127-9696 http://dx.doi.org/10.11113/jt.v67.2839 DOI: 10.11113/jt.v67.2839
institution Universiti Teknologi Malaysia
building UTM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Malaysia
content_source UTM Institutional Repository
url_provider http://eprints.utm.my/
language English
topic TK Electrical engineering. Electronics Nuclear engineering
spellingShingle TK Electrical engineering. Electronics Nuclear engineering
Gaya, Muhammad Sani
Abdul Wahab, Norhaliza
Md. Sam, Yahaya
Samsudin, Sharatul Izah
Anfis modelling of carbon and nitrogen removal in domestic wastewater treatment plant
description 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 Article
author Gaya, Muhammad Sani
Abdul Wahab, Norhaliza
Md. Sam, Yahaya
Samsudin, Sharatul Izah
author_facet Gaya, Muhammad Sani
Abdul Wahab, Norhaliza
Md. Sam, Yahaya
Samsudin, Sharatul Izah
author_sort Gaya, Muhammad Sani
title Anfis modelling of carbon and nitrogen removal in domestic wastewater treatment plant
title_short Anfis modelling of carbon and nitrogen removal in domestic wastewater treatment plant
title_full Anfis modelling of carbon and nitrogen removal in domestic wastewater treatment plant
title_fullStr Anfis modelling of carbon and nitrogen removal in domestic wastewater treatment plant
title_full_unstemmed Anfis modelling of carbon and nitrogen removal in domestic wastewater treatment plant
title_sort anfis modelling of carbon and nitrogen removal in domestic wastewater treatment plant
publisher Penerbit UTM
publishDate 2014
url http://eprints.utm.my/id/eprint/51864/1/MuhammadSaniGaya2014_Anfismodellingofcarbon.pdf
http://eprints.utm.my/id/eprint/51864/
http://dx.doi.org/10.11113/jt.v67.2839
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score 13.160551