• DocumentCode
    1250622
  • Title

    Implementation of linear model predictive control using a field-programmable gate array

  • Author

    Mills, A. ; Wills, Adrian G. ; Weller, Steven R. ; Ninness, Brett

  • Author_Institution
    Sch. of Electr. Eng. & Comput. Sci., Univ. of Newcastle, Callaghan, NSW, Australia
  • Volume
    6
  • Issue
    8
  • fYear
    2012
  • Firstpage
    1042
  • Lastpage
    1054
  • Abstract
    This study investigates the design of a field-programmable gate array-based custom computer architecture solution for implementing model predictive control (MPC). The solution employs a primal logarithmic-barrier interior-point algorithm in order to handle actuator constraints. The solution also incorporates practical aspects of a control algorithm including state observation and data sampling. The resulting circuit is profiled by application to a disturbance rejection control problem of a 14th-order lightly damped flexible beam structure with actuator constraints. This is achieved at 2 kHz sampling frequency and with 16-sample prediction horizon.
  • Keywords
    actuators; beams (structures); computer architecture; control engineering computing; field programmable gate arrays; flexible structures; predictive control; structural engineering; 14th-order lightly damped flexible beam structure; actuator constraint handling; custom computer architecture solution; data sampling; disturbance rejection control problem; field-programmable gate array; frequency 2 kHz; linear model predictive control; primal logarithmic-barrier interior-point algorithm; state observation;
  • fLanguage
    English
  • Journal_Title
    Control Theory & Applications, IET
  • Publisher
    iet
  • ISSN
    1751-8644
  • Type

    jour

  • DOI
    10.1049/iet-cta.2010.0739
  • Filename
    6248370