Digitalization-based process improvement and decision-making in offsite construction

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dc.article.number105052
dc.catalogadordfo
dc.contributor.authorBarkokebas, Beda
dc.contributor.authorMartinez P.
dc.contributor.authorBouferguene A.
dc.contributor.authorHamzeh F.
dc.contributor.authorAl-Hussein M.
dc.date.accessioned2024-06-10T20:05:30Z
dc.date.available2024-06-10T20:05:30Z
dc.date.issued2023
dc.description.abstractThe evaluation of process improvements measures in offsite construction shop floors often relies on experts' opinion, with limited use of empirical data gathered by sensors in real-time. To address this issue, there is a need for methods that integrate expert's tacit knowledge with robust data analysis techniques. This paper describes the application of exploratory data analysis techniques to evaluate improvement suggestions proposed by expert's, supported by data collected by sensors on the shop floor and building information models. The presented method involves a quantitative and qualitative digitalization-based approach where improvement suggestions are modelled and validated though machine learning algorithms and hypothesis testing. The contribution of this study is a method that combines real-time data, building information models, and knowledge modeling from experts to evaluate process improvement on offsite construction shop floors
dc.description.funderACQBUILT
dc.description.funderNatural Sciences and Engineering Research Council of Canada
dc.description.funderUniversity of Alberta
dc.fechaingreso.objetodigital2024-11-21
dc.fuente.origenScopus
dc.identifier.doi10.1016/j.autcon.2023.105052
dc.identifier.eissn1872-7891
dc.identifier.issn0926-5805
dc.identifier.scopusidSCOPUS_ID:85168254358
dc.identifier.urihttps://repositorio.uc.cl/handle/11534/86676
dc.identifier.wosidWOS:001054304000001
dc.information.autorucEscuela de Ingeniería; Barkokebas No Informado Beda; S/I; 1301269
dc.language.isoen
dc.nota.accesocontenido parcial
dc.publisherElsevier B.V.
dc.revistaAutomation in Construction
dc.rightsacceso restringido
dc.subjectBuilding information modeling (BIM)
dc.subjectDigitalization
dc.subjectExploratory data analysis (EDA)
dc.subjectIndustry 4.0
dc.subjectMachine learning
dc.subjectModular construction
dc.subjectOffsite construction
dc.subjectProcess improvement
dc.subjectProduction flexibility
dc.subjectRadio frequency identification (RFID)
dc.subjectShop floor
dc.subject.ddc620
dc.subject.deweyIngenieríaes_ES
dc.subject.ods09 Industry, innovation and infrastructure
dc.subject.odspa09 Industria, innovación e infraestructura
dc.titleDigitalization-based process improvement and decision-making in offsite construction
dc.typeartículo
dc.volumen155
sipa.codpersvinculados1301269
sipa.trazabilidadSCOPUS;2023-09-03
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