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

Institutional repository: Repository of the University of Rijeka, Faculty of Civil Engineering

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Volf, G., Zovko, S. & Cule, I. (2023). Use of Machine Learning in Processes Optimization for Drinking Water Treatment Plant Butoniga (Istria, Croatia). In K. LI, (Ed.), 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, edited by Kefei LI, CIMNE, 2023. https://urn.nsk.hr/urn:nbn:hr:157:175346

Volf, G., S Zovko and I. Cule. "Use of Machine Learning in Processes Optimization for Drinking Water Treatment Plant Butoniga (Istria, Croatia)." In 16th International Conference on Durability of Building Materials and Components. Peking: CIMNE, 2023. Accessed 2024 November 20. https://urn.nsk.hr/urn:nbn:hr:157:175346

Volf, G., Zovko, S. and Cule, I. (2023) 'Use of Machine Learning in Processes Optimization for Drinking Water Treatment Plant Butoniga (Istria, Croatia)', in LI, K. (ed.), 16th International Conference on Durability of Building Materials and Components, CIMNE, Peking. Available at: https://urn.nsk.hr/urn:nbn:hr:157:175346 (Accessed 20 November 2024)

Volf G, Zovko S, Cule I. Use of Machine Learning in Processes Optimization for Drinking Water Treatment Plant Butoniga (Istria, Croatia). In: K. LI, ed. 16th International Conference on Durability of Building Materials and Components. Peking: CIMNE; 2023. [cited 2024 November 20] Available at: https://urn.nsk.hr/urn:nbn:hr:157:175346

G. Volf, S. Zovko and 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, Ed. Peking: CIMNE, 2023. [Online] Available at: https://urn.nsk.hr/urn:nbn:hr:157:175346 [Accessed: 20 November 2024]

Metadata
Title (english)Use of Machine Learning in Processes Optimization for Drinking Water Treatment Plant Butoniga (Istria, Croatia)
AuthorG. Volf
MBZ: 290392
AuthorS Zovko
AuthorI. Cule
MBZ: 327821
EditorKefei LI
Author's institutionUniversity of Rijeka
Faculty of Civil Engineering
Scientific / art field,
discipline and subdiscipline		TECHNICAL SCIENCES
Civil Engineering
Abstract (english)
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.
Keywords (english)
Languageenglish
Publication typeProfessional paper - Professional paper
Publication statusPublished
Peer reviewPeer review - international
Publication versionPublished version
Publication title16th International Conference on Durability of Building Materials and Components
Numbering126
DOIhttps://doi.org/10.23967/c.dbmc.2023.126
URN:NBNurn:nbn:hr:157:175346
Publication2023
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
Funding stream: Nema
ProjectNumber: 13.05.1.1.03.
Title (croatian): Hidrologija vodnih resursa i identifikacija rizika od poplava i blatnih tokova na krškom području
Title (english): Hydrology of water resources and risk identification of flooding and mudflows in the karst area
Leader: Nevenka Ožanić
Jurisdiction: Croatia
Funding stream: Sveučilište u Rijeci
ProjectNumber: ZIP-UNIRI-1500-3-22
Title (croatian): Sustav podrške upravljanju za poboljšanje procesa pročišćavanja na postrojenju za kondicioniranje pitke vode Butoniga
Title (english): Decision support system for improvement and management of treatment processes on drinking water treatment plant Butoniga
Leader: Goran Volf
Jurisdiction: Croatia
ProjectNumber: ZIP-UNIRI-1500-2-22
Title (croatian): Razvoj metodologije ocjene kvalitete, zaštite i revitalizacije malih urbanih vodnih resursa
Title (english): Development of the methodology for the condition evaluation, protection and revitalization on small urban water resources
Leader: Ivana Sušanj Čule
Jurisdiction: Croatia
ConferenceTitle: 16th International Conference on Durability of Building Materials and Components (XVI DBMC)
Acronym: XVI DBMC
Location: Peking, China
Start date: 2023-10-10
End date: 2023-10-13
Assembly type: Lecture
Document URLhttps://www.scipedia.com/public/Volf_et_al_2023a
Type of resourceText
PublisherCIMNE
Publishing placePeking
Access conditionsOpen access
Terms of useLicence Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0) icon
Created on2023-11-03 09:26:43