prikaz prve stranice dokumenta Use of Machine Learning in the Function of Sustainability of Wastewater Treatment Plants
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Use of Machine Learning in the Function of Sustainability of Wastewater Treatment Plants
U: 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." U XV International Conference on Durability of Building Materials and Components. eBook of Proceedings. Barcelona: CIMNE, 2020. Citirano 11.04.2025.. 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. Preuzeto s: https://urn.nsk.hr/urn:nbn:hr:157:306252 (Datum pristupa: 11.04.2025.)

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. [pristupljeno 11.04.2025.] Dostupno na: 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] Dostupno na: https://urn.nsk.hr/urn:nbn:hr:157:306252 [Citirano: 11.04.2025.]

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Podaci o radu
Naslov (engleski)Use of Machine Learning in the Function of Sustainability of Wastewater Treatment Plants
AutorG. Volf
Autorova ustanovaSveučilište u Rijeci
Građevinski fakultet
Znanstveno / umjetničko
područje, polje i grana		TEHNIČKE ZNANOSTI
Građevinarstvo
Sažetak (engleski)
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.
Ključne riječi (engleski)
Jezikengleski
Vrsta publikacijeZnanstveni rad - Izvorni znanstveni rad s konferencije (pozvano predavanje)
Status objaveObjavljen
Vrsta recenzijeRecenziran - međunarodna recenzija
Verzija publikacijeObjavljena verzija rada (izdavačev PDF)
Naslov zbornikaXV International Conference on Durability of Building Materials and Components. eBook of Proceedings
Brojčani podaci144
ISBN978-841211018-0
DOIhttps://doi.org/10.23967/dbmc.2020.144
URN:NBNurn:nbn:hr:157:306252
Datum objave publikacije2020
ProjektŠifra: uniri-tehnic-18-129
Naziv (hrvatski): Održivo upravljanje riječnim slivom implementacijom inovativnih metodologija, pristupa i alata
Naziv (engleski): Implementation of innovative methodologies, approaches and tools for sustainable river basin management
Voditelj: Barbara Karleuša
Pravna nadležnost: Hrvatska
Financijer: Sveučilište u Rijeci
SkupNaziv: 15th International Conference on Durability of Building Materials and Components (DBMC 2020)
Lokacija: Barcelona, Španjolska
Datum početka: 2020-10-20
Datum završetka: 2020-10-23
Vrsta izlaganja: Pozvano predavanje
URL dokumentahttps://www.scipedia.com/public/Volf_2020a
Vrsta resursaTekst
IzdavačCIMNE
Mjesto izdavanjaBarcelona
Prava pristupaOtvoreni pristup
Uvjeti korištenjaIkona licence Imenovanje-Nekomercijalno-Bez prerada 4.0 međunarodna (CC BY-NC-ND 4.0)
Datum i vrijeme pohrane2025-04-01 12:56:22