• DocumentCode
    569603
  • Title

    Context extraction for self-learning production systems

  • Author

    Scholze, Sebastian ; Stokic, Dragan ; Barata, Jose ; Decker, Christian

  • Author_Institution
    ATB - Inst. for Appl. Syst. Technol., Bremen, Germany
  • fYear
    2012
  • fDate
    25-27 July 2012
  • Firstpage
    809
  • Lastpage
    814
  • Abstract
    A new approach for the realisation of self-learning production systems based on a context aware approach, allowing self-adaptation of flexible manufacturing processes in production systems, is presented. The usage of dynamically changing context for adaptation of flexible manufacturing lines/processes is proposed. The presented solution includes services for context extraction, adaptation and self-learning allowing high adaptation of production systems depending on the identified context. A generic architecture following Service Oriented Principles is presented allowing for integration of the proposed solution into various production systems. A successful application of the developed solution in real world manufacturing environment is presented.
  • Keywords
    flexible manufacturing systems; service-oriented architecture; ubiquitous computing; unsupervised learning; context aware approach; context extraction; dynamically changing context; flexible manufacturing lines; flexible manufacturing processes; generic architecture; real world manufacturing environment; self-adaptation; self-learning production systems; service oriented principles; Cognition; Context; Context modeling; Monitoring; Ontologies; Production systems; Temperature sensors; Context Awareness; Ontology; SOA; self-learning;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Industrial Informatics (INDIN), 2012 10th IEEE International Conference on
  • Conference_Location
    Beijing
  • Print_ISBN
    978-1-4673-0312-5
  • Type

    conf

  • DOI
    10.1109/INDIN.2012.6301132
  • Filename
    6301132