Predictive Maintenance on the Machining Process and Machine Tool

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dc.contributor.authorJimenez-Cortadi, Alberto
dc.contributor.authorIrigoien, Itziar
dc.contributor.authorBoto, Fernando
dc.contributor.authorSierra, Basilio
dc.contributor.authorRodriguez, German
dc.contributor.institutionTecnalia Research & Innovation
dc.contributor.institutionFACTORY
dc.contributor.institutionFABRIC_INTEL
dc.date.issued2020-01-01
dc.descriptionPublisher Copyright: © 2019 by the authors.
dc.description.abstractThis paper presents the process required to implement a data driven Predictive Maintenance (PdM) not only in the machine decision making, but also in data acquisition and processing. A short review of the different approaches and techniques in maintenance is given. The main contribution of this paper is a solution for the predictive maintenance problem in a real machining process. Several steps are needed to reach the solution, which are carefully explained. The obtained results show that the Preventive Maintenance (PM), which was carried out in a real machining process, could be changed into a PdM approach. A decision making application was developed to provide a visual analysis of the Remaining Useful Life (RUL) of the machining tool. This work is a proof of concept of the methodology presented in one process, but replicable for most of the process for serial productions of pieces.en
dc.description.statusPeer reviewed
dc.format.extent1
dc.format.extent3341016
dc.identifier.citationJimenez-Cortadi , A , Irigoien , I , Boto , F , Sierra , B & Rodriguez , G 2020 , ' Predictive Maintenance on the Machining Process and Machine Tool ' , Applied Sciences (Switzerland) , vol. 10 , no. 1 , 224 , pp. 224 . https://doi.org/10.3390/app10010224
dc.identifier.doi10.3390/app10010224
dc.identifier.issn2076-3417
dc.identifier.otherresearchoutputwizard: 11556/876
dc.identifier.urlhttp://www.scopus.com/inward/record.url?scp=85078883202&partnerID=8YFLogxK
dc.language.isoeng
dc.relation.ispartofApplied Sciences (Switzerland)
dc.rightsinfo:eu-repo/semantics/openAccess
dc.subject.keywordsPdM
dc.subject.keywordsRUL
dc.subject.keywordsMachining process
dc.subject.keywordsConcept drift
dc.subject.keywordsReal application
dc.subject.keywordsPdM
dc.subject.keywordsRUL
dc.subject.keywordsMachining process
dc.subject.keywordsConcept drift
dc.subject.keywordsReal application
dc.subject.keywordsGeneral Materials Science
dc.subject.keywordsInstrumentation
dc.subject.keywordsGeneral Engineering
dc.subject.keywordsProcess Chemistry and Technology
dc.subject.keywordsComputer Science Applications
dc.subject.keywordsFluid Flow and Transfer Processes
dc.titlePredictive Maintenance on the Machining Process and Machine Toolen
dc.typejournal article
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