A survey on applications of machine learning algorithms in water quality assessment and water supply and management

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dc.authoridOGUZ, ABDULHALIK/0000-0003-4912-7697
dc.contributor.authorOguz, Abdulhalik
dc.contributor.authorErtugrul, Omer Faruk
dc.date.accessioned2024-12-24T19:30:35Z
dc.date.available2024-12-24T19:30:35Z
dc.date.issued2023
dc.departmentSiirt Üniversitesi
dc.description.abstractManaging water resources and determining the qualit y of surface and groundwater is one of the most significant issues fundamental to human and societal well-being. The process of maintaining water qualit y and managing water resources well involves complications due to human-induced errors. Therefore, applications that facilitate and enhance these processes have gained importance. In recent years, machine learning techniques have been applied successfully in the preservation of water quality and the management and planning of water resources. Water researchers have effectively used these techniques to integrate them into public management systems. In this study, data sources, pre-processing, and machine learning methods used in water research are briefly mentioned, and algorithms are cate-gorized. Then, a general summar y of the literature is presented on water qualit y determination and applications in water resources management. Finally, the study was detailed using machine learning investigations on two publicly shared datasets.
dc.identifier.doi10.2166/ws.2023.033
dc.identifier.endpage922
dc.identifier.issn1606-9749
dc.identifier.issn1607-0798
dc.identifier.issue2
dc.identifier.scopus2-s2.0-85169294244
dc.identifier.scopusqualityQ2
dc.identifier.startpage895
dc.identifier.urihttps://doi.org/10.2166/ws.2023.033
dc.identifier.urihttps://hdl.handle.net/20.500.12604/7599
dc.identifier.volume23
dc.identifier.wosWOS:000935615900001
dc.identifier.wosqualityQ3
dc.indekslendigikaynakWeb of Science
dc.indekslendigikaynakScopus
dc.language.isoen
dc.publisherIwa Publishing
dc.relation.ispartofWater Supply
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanı
dc.rightsinfo:eu-repo/semantics/openAccess
dc.snmzKA_20241222
dc.subjectdeep learning
dc.subjectmachine learning
dc.subjectwater management
dc.subjectwater quality
dc.subjectwater supply
dc.titleA survey on applications of machine learning algorithms in water quality assessment and water supply and management
dc.typeArticle

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