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
Link To Document