Prediction of compressive strength and ultrasonic pulse velocity of admixtured concrete using tree model M5P

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dc.authoridTurkmen, Ibrahim/0000-0001-7560-0535
dc.authoridKARAKOÇ, MEHMET BURHAN/0000-0002-6954-0051
dc.authoridAYAZ, Yaşar/0000-0002-1089-0700
dc.authoridKocamaz, Adnan Fatih/0000-0002-7729-8322
dc.authorwosidTurkmen, Ibrahim/AAH-1541-2019
dc.authorwosidKARAKOÇ, MEHMET BURHAN/ABG-5446-2020
dc.authorwosidAYAZ, Yaşar/ABG-8694-2020
dc.authorwosidKocamaz, Adnan Fatih/C-2820-2014
dc.contributor.authorKocamaz, Adnan Fatih
dc.contributor.authorAyaz, Yasar
dc.contributor.authorKarakoc, Mehmet Burhan
dc.contributor.authorTurkmen, Ibrahim
dc.contributor.authorDemirboga, Ramazan
dc.date.accessioned2024-08-04T20:47:23Z
dc.date.available2024-08-04T20:47:23Z
dc.date.issued2020
dc.departmentİnönü Üniversitesien_US
dc.description.abstractThe quality of concrete was assessed based on measurements of ultrasonic pulse velocity (UPV) and compressive strength. Portland cement (PC) was substituted with silica fume (SF), fly ash (FA) and blast furnace slag (BFS) as mineral admixtures. The compressive strength and UPV of concrete mixtures were estimated with classifiers alongside the tree model M5P in the data mining field. The compressive strength and UPV were modeled as a function of five input variables: day, cement, SF, FA, and BFS. It was found that UPV and compressive strength had an exponential correlation with SF, FA, BFS, SF + FA, SF + BFS and FA + BFS. However, additive-free admixture and PC-free substitution levels had a different constant in empirical work. According to the results obtained, both compressive strength and UPV of concrete mixtures could be reliably anticipated with the tree model M5P in a proportion of 97%. Hence, this model could be a potential new method for modeling mineral admixture concrete.en_US
dc.identifier.doi10.1002/suco.202000061
dc.identifier.issn1464-4177
dc.identifier.issn1751-7648
dc.identifier.scopus2-s2.0-85085690438en_US
dc.identifier.scopusqualityQ1en_US
dc.identifier.urihttps://doi.org/10.1002/suco.202000061
dc.identifier.urihttps://hdl.handle.net/11616/99325
dc.identifier.wosWOS:000538168000001en_US
dc.identifier.wosqualityQ2en_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.indekslendigikaynakScopusen_US
dc.language.isoenen_US
dc.publisherErnst & Sohnen_US
dc.relation.ispartofStructural Concreteen_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.subjectcompressive strengthen_US
dc.subjectdata miningen_US
dc.subjectmineral admixturesen_US
dc.subjecttree model M5Pen_US
dc.subjectUPVen_US
dc.titlePrediction of compressive strength and ultrasonic pulse velocity of admixtured concrete using tree model M5Pen_US
dc.typeArticleen_US

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