Wastewater treatment plant performance evaluation using artificial neural network model

Wastewater treatment plant performance evaluation using artificial neural network model

The final protection of wastewater pollutants to the environment is wastewater treatment plant (WWTP). This Research paper intends to develop a model from the past operational data of WWTP using artificial neural network (ANN) for the evaluation of the plant performance. The model was developed usin...

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Main Authors: Mujeli, Mustapha, Jami, Mohammed Saedi, Kabbashi, Nassereldeen Ahmed
Format: Conference or Workshop Item
Language:English
Published: 2010
Subjects:
TD159 Municipal engineering
Online Access:http://irep.iium.edu.my/3255/
http://irep.iium.edu.my/3255/1/A08_Mustapha_Mujeli.pdf
id iium-3255
recordtype eprints
spelling iium-32552011-10-07T07:25:47Z http://irep.iium.edu.my/3255/ Wastewater treatment plant performance evaluation using artificial neural network model Mujeli, Mustapha Jami, Mohammed Saedi Kabbashi, Nassereldeen Ahmed TD159 Municipal engineering The final protection of wastewater pollutants to the environment is wastewater treatment plant (WWTP). This Research paper intends to develop a model from the past operational data of WWTP using artificial neural network (ANN) for the evaluation of the plant performance. The model was developed using four years’ operational data of Bandar Tun Razak sewerage treatment plant (STP) Kuala Lumpur, Malaysia. Matlab version 2008b software was used in training the ANN model. The model shows a high prediction capacity for multiple parallel outputs of effluent biochemical oxygen demand (BODe), chemical oxygen demand (CODe), suspended solid (SSe) and Ammonical nitrogen (NH3-Ne) than single output of each of the parameters individually. The coefficient of determination (R) and mean square error of the best model were 0.9449 and 2.86 respectively. 2010-10-11 Conference or Workshop Item PeerReviewed application/pdf en http://irep.iium.edu.my/3255/1/A08_Mustapha_Mujeli.pdf Mujeli, Mustapha and Jami, Mohammed Saedi and Kabbashi, Nassereldeen Ahmed (2010) Wastewater treatment plant performance evaluation using artificial neural network model. In: International Postgraduate Conference on Engineering (IPCE 2010), 16 - 17 October 2010, Perlis, Malaysia.
repository_type Digital Repository
institution_category Local University
institution International Islamic University Malaysia
building IIUM Repository
collection Online Access
language English
topic TD159 Municipal engineering
spellingShingle TD159 Municipal engineering
Mujeli, Mustapha
Jami, Mohammed Saedi
Kabbashi, Nassereldeen Ahmed
Wastewater treatment plant performance evaluation using artificial neural network model
description The final protection of wastewater pollutants to the environment is wastewater treatment plant (WWTP). This Research paper intends to develop a model from the past operational data of WWTP using artificial neural network (ANN) for the evaluation of the plant performance. The model was developed using four years’ operational data of Bandar Tun Razak sewerage treatment plant (STP) Kuala Lumpur, Malaysia. Matlab version 2008b software was used in training the ANN model. The model shows a high prediction capacity for multiple parallel outputs of effluent biochemical oxygen demand (BODe), chemical oxygen demand (CODe), suspended solid (SSe) and Ammonical nitrogen (NH3-Ne) than single output of each of the parameters individually. The coefficient of determination (R) and mean square error of the best model were 0.9449 and 2.86 respectively.
format Conference or Workshop Item
author Mujeli, Mustapha
Jami, Mohammed Saedi
Kabbashi, Nassereldeen Ahmed
author_facet Mujeli, Mustapha
Jami, Mohammed Saedi
Kabbashi, Nassereldeen Ahmed
author_sort Mujeli, Mustapha
title Wastewater treatment plant performance evaluation using artificial neural network model
title_short Wastewater treatment plant performance evaluation using artificial neural network model
title_full Wastewater treatment plant performance evaluation using artificial neural network model
title_fullStr Wastewater treatment plant performance evaluation using artificial neural network model
title_full_unstemmed Wastewater treatment plant performance evaluation using artificial neural network model
title_sort wastewater treatment plant performance evaluation using artificial neural network model
publishDate 2010
url http://irep.iium.edu.my/3255/
http://irep.iium.edu.my/3255/1/A08_Mustapha_Mujeli.pdf
first_indexed 2023-09-18T20:11:01Z
last_indexed 2023-09-18T20:11:01Z
_version_ 1777407477814394880

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