Institutional Repository
Technical University of Crete
Technical University of Crete
EN
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EL
| URI | http://purl.tuc.gr/dl/dias/2F7F1192-AD1F-4400-99B9-A5AB91819A39 | - |
| Identifier | https://doi.org/10.2166/wst.2009.482 | - |
| Identifier | http://wst.iwaponline.com/content/60/6/1475 | - |
| Language | en | - |
| Extent | 13 pages | en |
| Title | Modelling of COD removal in a biological wastewater treatment plant using adaptive neuro-fuzzy inference system and artificial neural network | en |
| Creator | Civelekoglu Gokhan | en |
| Creator | Yigit Nevzat Ozgu | en |
| Creator | Diamantopoulos Evaggelos | en |
| Creator | Διαμαντοπουλος Ευαγγελος | el |
| Creator | Kitis Mehmet | en |
| Publisher | IWA Publishing | en |
| Content Summary | This work evaluated artificial neural network (ANN) and adaptive neuro-fuzzy inference system (ANFIS) modelling methods to estimate organic carbon removal using the correlation among the past information of influent and effluent parameters in a full-scale aerobic biological wastewater treatment plant. Model development focused on providing an adaptive, useful, practical and alternative methodology for modelling of organic carbon removal. For both models, measured and predicted effluent COD concentrations were strongly correlated with determination coefficients over 0.96. The errors associated with the prediction of effluent COD by the ANFIS modelling appeared to be within the error range of analytical measurements. The results overall indicated that the ANFIS modelling approach may be suitable to describe the relationship between wastewater quality parameters and may have application potential for performance prediction and control of aerobic biological processes in wastewater treatment plants. | en |
| Type of Item | Peer-Reviewed Journal Publication | en |
| Type of Item | Δημοσίευση σε Περιοδικό με Κριτές | el |
| License | http://creativecommons.org/licenses/by/4.0/ | en |
| Date of Item | 2015-11-18 | - |
| Date of Publication | 2009 | - |
| Subject | Artificial neural networks | en |
| Subject | Water science | en |
| Bibliographic Citation | G. Civelekoglu, N. O. Yigit, E. Diamadopoulos and M. Kitis, "Modelling of COD removal in a biological wastewater treatment plant using adaptive neuro-fuzzy inference system and artificial neural network," Water Sci. Technol., vol. 60, no. 6, pp. 1475-1487, Sept. 2009. doi: 10.2166/wst.2009.482 | en |
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