• Login
    View Item 
    •   SMARTech Home
    • Georgia Tech Theses and Dissertations
    • Georgia Tech Theses and Dissertations
    • View Item
    •   SMARTech Home
    • Georgia Tech Theses and Dissertations
    • Georgia Tech Theses and Dissertations
    • View Item
    JavaScript is disabled for your browser. Some features of this site may not work without it.

    Edge-based machine monitoring architectures incorporating OPC UA controller data

    Thumbnail
    View/Open
    NEUMANN-THESIS-2020.pdf (2.727Mb)
    Date
    2020-07-22
    Author
    Neumann, Marcel Fabian
    Metadata
    Show full item record
    Abstract
    The usage of external sensors for machine health monitoring is becoming more popular. A variety of methods for monitoring the condition of CNC machines have been developed by researchers. This study focuses on automation principles for these methods connecting an edge device for sensor data acquisition to the OPC UA controller server of a CNC machine. For this purpose, two different architectures are developed and analyzed in experiments to identify the limitations regarding computational power and time delays. Use cases show the impact of these limitations on machine health monitoring. Additionally, an automated bearing health monitoring algorithm is developed to show the benefits of both architectures.
    URI
    http://hdl.handle.net/1853/63625
    Collections
    • Georgia Tech Theses and Dissertations [23877]
    • School of Mechanical Engineering Theses and Dissertations [4086]

    Browse

    All of SMARTechCommunities & CollectionsDatesAuthorsTitlesSubjectsTypesThis CollectionDatesAuthorsTitlesSubjectsTypes

    My SMARTech

    Login

    Statistics

    View Usage StatisticsView Google Analytics Statistics
    facebook instagram twitter youtube
    • My Account
    • Contact us
    • Directory
    • Campus Map
    • Support/Give
    • Library Accessibility
      • About SMARTech
      • SMARTech Terms of Use
    Georgia Tech Library266 4th Street NW, Atlanta, GA 30332
    404.894.4500
    • Emergency Information
    • Legal and Privacy Information
    • Human Trafficking Notice
    • Accessibility
    • Accountability
    • Accreditation
    • Employment
    © 2020 Georgia Institute of Technology