• DocumentCode
    2976245
  • Title

    Maintenance behaviour-based prediction system using data mining

  • Author

    Bastos, Pedro ; Lopes, Rui ; Pires, Luís ; Pedrosa, Tiago

  • Author_Institution
    Inst. Politec. de Braganca, Braganca, Portugal
  • fYear
    2009
  • fDate
    8-11 Dec. 2009
  • Firstpage
    2487
  • Lastpage
    2491
  • Abstract
    In the last years we have assisted to several and deep changes in industrial manufacturing. Induced by the need of increasing efficiency, bigger flexibility, better quality and lower costs, it became more complex. The complexity of this new scenario has caused big pressure under enterprises production systems and consequently in its maintenance systems. Manufacturing systems recognize high level costs due equipment breakdown, motivated by the time spent to repair, which corresponds to no production time and scrapyard, and also money spent in repair actions. Usually, enterprises do not share data produced from their maintenance interventions. This investigation intends to create an organizational architecture that integrates data produced in factories on their activities of reactive, predictive and preventive maintenance. The main idea is to develop a decentralized predictive maintenance system based on data mining concepts. Predicting the possibility of breakdowns with bigger accuracy will increase systems reliability.
  • Keywords
    data mining; manufacturing data processing; preventive maintenance; reliability; data mining; decentralized predictive maintenance system; enterprise production system; equipment breakdown; equipment repair; industrial manufacturing; maintenance behaviour-based prediction system; manufacturing system; organizational architecture; preventive maintenance; reactive maintenance; system reliability; Costs; Data mining; Electric breakdown; Manufacturing industries; Manufacturing systems; Predictive maintenance; Preventive maintenance; Production facilities; Production systems; Reliability; Management; data mining; e-collaboration protocols; maintenance; reference architectures;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Industrial Engineering and Engineering Management, 2009. IEEM 2009. IEEE International Conference on
  • Conference_Location
    Hong Kong
  • Print_ISBN
    978-1-4244-4869-2
  • Electronic_ISBN
    978-1-4244-4870-8
  • Type

    conf

  • DOI
    10.1109/IEEM.2009.5373535
  • Filename
    5373535