• DocumentCode
    1979877
  • Title

    Building a Database to Support Intelligent Computational Quality Assurance of Resistance Spot Welding Joints

  • Author

    Tuovinen, Lauri ; Laurinen, Perttu ; Koskimäki, Heli ; Haapalainen, Eija ; Runing, J.

  • Author_Institution
    Univ. of Oulu, Oulu
  • fYear
    2007
  • fDate
    4-7 June 2007
  • Firstpage
    1980
  • Lastpage
    1985
  • Abstract
    A database system for storing information on resistance spot welding processes is outlined. Data stored in the database can be used for computationally estimating the quality of spot welding joints and for adaptively setting up new welding processes in order to ensure consistent high quality. This is achieved by storing current and voltage signals in the database, extracting features out of those signals and using the features as training input for classifier algorithms. Together the database and the associated data mining modules form an adaptive system that improves its performance over time. An entity-relationship model of the application domain is presented and then converted into a concrete database design. Software interfaces for accessing the database are described and the utility of the database and the access interfaces as components of a welding quality assurance system is evaluated. A relational database with tables for storing test sets, welds, signals, features and metadata is found suitable for the purpose. The constructed database has served well as a repository for research data and is ready to be transferred to production use at a manufacturing site.
  • Keywords
    data mining; engineering information systems; entity-relationship modelling; feature extraction; meta data; production engineering computing; relational databases; spot welding; concrete database design; current signal; data mining; database system; entity-relationship model; information storage; intelligent computational quality assurance; metadata; relational database; resistance spot welding joints; signal feature extraction; software interface; voltage signal; Computational intelligence; Data mining; Database systems; Deductive databases; Intelligent structures; Quality assurance; Relational databases; Spatial databases; Spot welding; Voltage;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Industrial Electronics, 2007. ISIE 2007. IEEE International Symposium on
  • Conference_Location
    Vigo
  • Print_ISBN
    978-1-4244-0754-5
  • Electronic_ISBN
    978-1-4244-0755-2
  • Type

    conf

  • DOI
    10.1109/ISIE.2007.4374911
  • Filename
    4374911