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Use of Machine Learning in Processes Optimization for Drinking Water Treatment Plant Butoniga (Istria, Croatia)
U: 16th International Conference on Durability of Building Materials and Components. / LI, Kefei (ur.). Peking: CIMNE, 2023. https://doi.org/10.23967/c.dbmc.2023.126
Volf, G.; Zovko, S; Cule, I.

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Volf, G., Zovko, S. i Cule, I. (2023). Use of Machine Learning in Processes Optimization for Drinking Water Treatment Plant Butoniga (Istria, Croatia). U K. LI, (Ur.), 16th International Conference on Durability of Building Materials and Components. Peking: CIMNE. doi: 10.23967/c.dbmc.2023.126

Volf, G., et al. "Use of Machine Learning in Processes Optimization for Drinking Water Treatment Plant Butoniga (Istria, Croatia)." 16th International Conference on Durability of Building Materials and Components, Ur. Kefei LI, CIMNE, 2023. https://urn.nsk.hr/urn:nbn:hr:157:175346

Volf, G., S Zovko i I. Cule. "Use of Machine Learning in Processes Optimization for Drinking Water Treatment Plant Butoniga (Istria, Croatia)." U 16th International Conference on Durability of Building Materials and Components. Peking: CIMNE, 2023. Citirano 03.05.2024.. https://urn.nsk.hr/urn:nbn:hr:157:175346

Volf, G., Zovko, S. i Cule, I. (2023) 'Use of Machine Learning in Processes Optimization for Drinking Water Treatment Plant Butoniga (Istria, Croatia)', u LI, K. (ur.), 16th International Conference on Durability of Building Materials and Components, CIMNE, Peking. Preuzeto s: https://urn.nsk.hr/urn:nbn:hr:157:175346 (Datum pristupa: 03.05.2024.)

Volf G, Zovko S, Cule I. Use of Machine Learning in Processes Optimization for Drinking Water Treatment Plant Butoniga (Istria, Croatia). U: K. LI, ur. 16th International Conference on Durability of Building Materials and Components. Peking: CIMNE; 2023. [pristupljeno 03.05.2024.] Dostupno na: https://urn.nsk.hr/urn:nbn:hr:157:175346

G. Volf, S. Zovko i I. Cule, "Use of Machine Learning in Processes Optimization for Drinking Water Treatment Plant Butoniga (Istria, Croatia)", 16th International Conference on Durability of Building Materials and Components, K. LI, Ur. Peking: CIMNE, 2023. [Online] Dostupno na: https://urn.nsk.hr/urn:nbn:hr:157:175346 [Citirano: 03.05.2024.]

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Podaci o radu
Naslov (engleski)Use of Machine Learning in Processes Optimization for Drinking Water Treatment Plant Butoniga (Istria, Croatia)
AutorG. Volf
MBZ: 290392
AutorS Zovko
AutorI. Cule
MBZ: 327821
UrednikKefei LI
Autorova ustanovaSveučilište u Rijeci
Građevinski fakultet
Znanstveno / umjetničko
područje, polje i grana		TEHNIČKE ZNANOSTI
Građevinarstvo
Sažetak (engleski)
Drinking water treatment plant Butoniga is located in central Istria (Croatia) downstream of the Butoniga reservoir. The Butoniga reservoir is an artificial lake created in 1987 with two main objectives: 1) protection from adverse water impacts, and 2) drinking water supply. The operation of the drinking water treatment plant is mainly related to the tourist season, and the 5.000.000 m3 of produced and distributed drinking water annually, 3.000.000 m3 is produced and distributed during June 15 to September 15, when the raw water quality in the Butoniga reservoir is the worst. Regarding this, main problem with Butoniga reservoir and thus drinking water treatment plant appear in summer months when water temperature is the most critical parameter and raw water for the treatment process must be captured from the lowest layer of the reservoir which have increased concentrations of Mn, Fe, NH4 and lower pH values and thus influence on the treatment processes. To deal with this problem, model predicting Mn, seven days in advance is build using machine learning approaches. Build model have high accuracy compared to the measured data, with a good prediction of the peak values. As such, obtained model can help in optimization of the treatment processes which are depending on the quality of raw water, and overall, in sustainability and management of the drinking water treatment plant Butoniga.
Ključne riječi (engleski)
Jezikengleski
Vrsta publikacijeStručni rad - Stručni rad
Status objaveObjavljen
Vrsta recenzijeRecenziran - međunarodna recenzija
Verzija publikacijeObjavljena verzija rada (izdavačev PDF)
Naslov zbornika16th International Conference on Durability of Building Materials and Components
Brojčani podaci126
DOIhttps://doi.org/10.23967/c.dbmc.2023.126
URN:NBNurn:nbn:hr:157:175346
Datum objave publikacije2023
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: NadSve
Linija financiranja: Nema
ProjektŠifra: 13.05.1.1.03.
Naziv (hrvatski): Hidrologija vodnih resursa i identifikacija rizika od poplava i blatnih tokova na krškom području
Naziv (engleski): Hydrology of water resources and risk identification of flooding and mudflows in the karst area
Voditelj: Nevenka Ožanić
Pravna nadležnost: Hrvatska
Financijer: NadSve
Linija financiranja: Sveučilište u Rijeci
ProjektŠifra: ZIP-UNIRI-1500-3-22
Naziv (hrvatski): Sustav podrške upravljanju za poboljšanje procesa pročišćavanja na postrojenju za kondicioniranje pitke vode Butoniga
Naziv (engleski): Decision support system for improvement and management of treatment processes on drinking water treatment plant Butoniga
Voditelj: Goran Volf
Pravna nadležnost: Hrvatska
Financijer: UNIRI
ProjektŠifra: ZIP-UNIRI-1500-2-22
Naziv (hrvatski): Razvoj metodologije ocjene kvalitete, zaštite i revitalizacije malih urbanih vodnih resursa
Naziv (engleski): Development of the methodology for the condition evaluation, protection and revitalization on small urban water resources
Voditelj: Ivana Sušanj Čule
Pravna nadležnost: Hrvatska
Financijer: UNIRI
SkupNaziv: 16th International Conference on Durability of Building Materials and Components (XVI DBMC)
Kratica: XVI DBMC
Lokacija: Peking, Kina
Datum početka: 2023-10-10
Datum završetka: 2023-10-13
Vrsta izlaganja: Predavanje
URL dokumentahttps://www.scipedia.com/public/Volf_et_al_2023a
Vrsta resursaTekst
IzdavačCIMNE
Mjesto izdavanjaPeking
Prava pristupaOtvoreni pristup
Uvjeti korištenjaIkona licence Imenovanje-Nekomercijalno-Dijeli pod istim uvjetima 4.0 međunarodna (CC BY-NC-SA 4.0)
Datum i vrijeme pohrane2023-11-03 09:26:43