Process optimization of boron and hardness removal from boron mining wastewater using mixed-bed ion exchange resin by response surface Methodology (RSM)

dc.authorid0000-0002-3318-4083
dc.authorid0000-0002-6794-1863
dc.authorid0000-0003-4059-4643
dc.contributor.authorÖzmetin, Elif
dc.contributor.authorÇalgan, Elif
dc.contributor.authorSüzen, Yeliz
dc.date.accessioned2026-06-22T07:01:16Z
dc.date.issued2026
dc.departmentFakülteler, Mühendislik Fakültesi, Çevre Mühendisliği Bölümü
dc.description.abstractThe treatment of boron mine wastewater containing high concentrations of boron and hardness iscritically important due to its environmental impact and reuse limitations. In this study, the simulta-neous removal of boron and total hardness from boron mining wastewater was investigated usinga mixed-bed ion exchange resin (Tulsion® MB-115). The process was modeled and optimized byresponse surface methodology (RSM) based on central composite design (CCD) to evaluate the effectsof pH (6–10), solid/liquid ratio (S/L) (20–60 g L−1), and temperature (T) (15–35 °C). Maximum hardnessremoval of 98.6% was achieved at pH 8.5, S/L 45.5 g L−1, and 25°C, while maximum boron removal of73.2% was obtained at pH 9.2, S/L 60 g L−1, and 22°C. Under optimized simultaneous conditions (pH 10,S/L 52.8 g L−1, 15 °C), removal efficiencies reached 97.5% for hardness and 71.1% for boron. Analysis ofvariance (ANOVA) confirmed the statistical significance of the quadratic models (R2 = 85.26% forhardness; R2 = 98.57% for boron). The S/L was the most influential factor for hardness removal, whereasboron removal was significantly influenced by pH, solid/liquid ratio, and temperature.
dc.identifier.doi10.1080/01496395.2026.2658060
dc.identifier.endpage15
dc.identifier.issn0149-6395
dc.identifier.scopus2-s2.0-105035919400
dc.identifier.scopusqualityQ2
dc.identifier.startpage1
dc.identifier.urihttps://doi.org/10.1080/01496395.2026.2658060
dc.identifier.urihttps://hdl.handle.net/20.500.12462/24046
dc.identifier.wosWOS:001742479900001
dc.identifier.wosqualityQ3
dc.indekslendigikaynakScopus
dc.indekslendigikaynakWeb of Science
dc.language.isoen
dc.publisherTaylor and Francis Ltd
dc.relation.ispartofSeparation Science and Technology
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanı
dc.rightsinfo:eu-repo/semantics/closedAccess
dc.subjectResponse Surface Methodology
dc.subjectRSM
dc.subjectOptimization
dc.subjectMixed-Bed Resin
dc.subjectHardness Removal
dc.subjectBoron Removal
dc.titleProcess optimization of boron and hardness removal from boron mining wastewater using mixed-bed ion exchange resin by response surface Methodology (RSM)
dc.typeArticle

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