prikaz prve stranice dokumenta Use of Machine Learning in the Function of Sustainability of Wastewater Treatment Plants
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Scientific paper - Conference Proceedings Article (invited lecture)
Use of Machine Learning in the Function of Sustainability of Wastewater Treatment Plants
In: XV International Conference on Durability of Building Materials and Components. eBook of Proceedings. Barcelona: CIMNE, 2020. https://doi.org/10.23967/dbmc.2020.144
Volf, G.

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Volf, G. (2020). Use of Machine Learning in the Function of Sustainability of Wastewater Treatment Plants. XV International Conference on Durability of Building Materials and Components. eBook of Proceedings. Barcelona: CIMNE. doi: 10.23967/dbmc.2020.144

Volf, G.. "Use of Machine Learning in the Function of Sustainability of Wastewater Treatment Plants." XV International Conference on Durability of Building Materials and Components. eBook of Proceedings, CIMNE, 2020. https://urn.nsk.hr/urn:nbn:hr:157:306252

Volf, G.. "Use of Machine Learning in the Function of Sustainability of Wastewater Treatment Plants." In XV International Conference on Durability of Building Materials and Components. eBook of Proceedings. Barcelona: CIMNE, 2020. Accessed 2025 April 06. https://urn.nsk.hr/urn:nbn:hr:157:306252

Volf, G. (2020) 'Use of Machine Learning in the Function of Sustainability of Wastewater Treatment Plants', XV International Conference on Durability of Building Materials and Components. eBook of Proceedings, CIMNE, Barcelona. Available at: https://urn.nsk.hr/urn:nbn:hr:157:306252 (Accessed 06 April 2025)

Volf G. Use of Machine Learning in the Function of Sustainability of Wastewater Treatment Plants. XV International Conference on Durability of Building Materials and Components. eBook of Proceedings. Barcelona: CIMNE; 2020. [cited 2025 April 06] Available at: https://urn.nsk.hr/urn:nbn:hr:157:306252

G. Volf, "Use of Machine Learning in the Function of Sustainability of Wastewater Treatment Plants", XV International Conference on Durability of Building Materials and Components. eBook of Proceedings Barcelona: CIMNE, 2020. [Online] Available at: https://urn.nsk.hr/urn:nbn:hr:157:306252 [Accessed: 06 April 2025]

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Metadata
Title (english)Use of Machine Learning in the Function of Sustainability of Wastewater Treatment Plants
AuthorG. Volf
Author's institutionUniversity of Rijeka
Faculty of Civil Engineering
Scientific / art field,
discipline and subdiscipline		TECHNICAL SCIENCES
Civil Engineering
Abstract (english)
Wastewater treatment plants (WWTP) are complex and dynamic systems whose management and sustainability can be improved by using different modelling and prediction approaches of their work. A machine learning tool for development of model trees was used in this paper in order to develop a model for chemical oxygen demand (COD) in the wastewater effluent from the WWTP with activated sludge to increase its sustainability and helps in its management purposes. Measured data, both in influent and effluent of the WWTP were used for modelling. For the COD model, machine learning tool Weka and algorithm for development of model trees M5P were used. Obtained model has a high descriptive power and correlation coefficient and thus can be used for prediction and modelling purposes, which can help in management and sustainability of the WWTP. Also, the purpose of this paper is to show the benefits of using machine learning tools for developing WWTP models.
Keywords (english)
Languageenglish
Publication typeScientific paper - Conference Proceedings Article (invited lecture)
Publication statusPublished
Peer reviewPeer review - international
Publication versionPublished version
Publication titleXV International Conference on Durability of Building Materials and Components. eBook of Proceedings
Numbering144
ISBN978-841211018-0
DOIhttps://doi.org/10.23967/dbmc.2020.144
URN:NBNurn:nbn:hr:157:306252
Publication2020
ProjectNumber: uniri-tehnic-18-129
Title (croatian): Održivo upravljanje riječnim slivom implementacijom inovativnih metodologija, pristupa i alata
Title (english): Implementation of innovative methodologies, approaches and tools for sustainable river basin management
Leader: Barbara Karleuša
Jurisdiction: Croatia
ConferenceTitle: 15th International Conference on Durability of Building Materials and Components (DBMC 2020)
Location: Barcelona, Spain
Start date: 2020-10-20
End date: 2020-10-23
Assembly type: Invited lecture
Document URLhttps://www.scipedia.com/public/Volf_2020a
Type of resourceText
PublisherCIMNE
Publishing placeBarcelona
Access conditionsOpen access
Terms of useLicence Attribution-NonCommercial-NoDerivatives 4.0 International (CC BY-NC-ND 4.0) icon
Created on2025-04-01 12:56:22