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Packetized predictive control of stochastic systems over bit-rate limited channels with packet loss

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journal contribution
posted on 2025-05-08, 13:30 authored by Daniel E. Quevedo, Jan Østergaard, Dragan Nešić
We study a control architecture for linear timeinvariant 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 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 noiseshaping model of the closed loop system. This model is employed for performance analysis by using rate-distortion theory.

History

Journal title

IEEE Transactions on Automatic Control

Volume

56

Issue

12

Pagination

2854-2868

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Language

  • en, English

College/Research Centre

Faculty of Engineering and Built Environment

School

School of Electrical Engineering and Computer Science