• DocumentCode
    3850213
  • Title

    Packetized Predictive Control of Stochastic Systems Over Bit-Rate Limited Channels With Packet Loss

  • Author

    Daniel E. Quevedo;Jan Ostergaard;Dragan Nesic

  • Author_Institution
    School of Electrical Engineering &
  • Volume
    56
  • Issue
    12
  • fYear
    2011
  • Firstpage
    2854
  • Lastpage
    2868
  • Abstract
    We study a control architecture for linear time-invariant plants with random disturbances and where a network is placed between the controller output and the plant input. The network imposes a constraint on the expected bit-rate and is affected by random independent and identically distributed (i.i.d.) dropouts. Dropout-rates and acknowledgments of receipt are not available at the controller side. To achieve robustness with respect to i.i.d. dropouts, the controller transmits data packets containing quantized plant input predictions. These are provided by an appropriate optimal entropy coded dithered lattice vector quantizer. Within this context, we derive stochastic stability results and provide a noise-shaping model of the closed loop system. This model is employed for performance analysis by using rate-distortion theory.
  • Keywords
    "Stability analysis","Source coding","Vector quantization","Stochastic systems","Predictive control","Networked control systems","Rate-distortion"
  • Journal_Title
    IEEE Transactions on Automatic Control
  • Publisher
    ieee
  • ISSN
    0018-9286
  • Type

    jour

  • DOI
    10.1109/TAC.2011.2139410
  • Filename
    5742978