• DocumentCode
    1514983
  • Title

    The electronic head: a virtual quality instrument

  • Author

    Wide, Peter

  • Author_Institution
    Dept. of Technol., Orebro Univ., Sweden
  • Volume
    48
  • Issue
    4
  • fYear
    2001
  • fDate
    8/1/2001 12:00:00 AM
  • Firstpage
    766
  • Lastpage
    769
  • Abstract
    This paper describes a new approach to virtual instrumentation, qualitative estimation, and decision making of a dynamically changing quality assessment. The authors illustrate this approach in an electronic head concept, in which they combine the amount of information received, and apply feature extraction analysis and a fuzzy clustering technique to assess the quality as acquired from a human expert. By combining data from different artificial sensor systems into a single set of meaningful features, they obtain information that is of greater human benefit than the aggregate of its contributing sensors. The combination of sensor data by fuzzy rules has the aim of performing human-like inferences that may be impossible by the single artificial sensors. The entire sensor system acts as a virtual instrument for dynamic industrial process monitoring. This virtual instrument allows easy sensor observation and learning interaction with a human operator
  • Keywords
    feature extraction; fuzzy set theory; process monitoring; quality control; sensor fusion; statistical analysis; virtual instrumentation; artificial sensor systems; decision making; dynamic industrial process monitoring; dynamically changing quality assessment; electronic head concept; feature extraction analysis; fuzzy clustering technique; fuzzy rules; human operator; human-like inferences; learning interaction; qualitative estimation; sensor data combination; sensor observation; virtual instrumentation; Animals; Biosensors; Decision making; Humans; Instruments; Intelligent sensors; Quality assessment; Sensor arrays; Sensor fusion; Sensor systems;
  • fLanguage
    English
  • Journal_Title
    Industrial Electronics, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0278-0046
  • Type

    jour

  • DOI
    10.1109/41.937408
  • Filename
    937408