LQG control over lossy TCP-like networks with probabilistic packet acknowledgements

This paper focuses on control applications over lossy data networks. Sensor data is transmitted to an estimation-control unit over a network, and control commands are issued to subsystems over the same network. Sensor, control and acknowledgement packets may be randomly lost according to a Bernoulli process. In this context, the discrete-time Linear Quadratic Gaussian (LQG) optimal control problem is considered. We can show how the partial loss of acknowledgements makes the optimal control law a nonlinear function of the information set. For the special case of complete state observation we can compute the optimal controller and show that the stability range increases monotonically with the arrival rate of the acknowledgement packets.

[1]  Subhrakanti Dey,et al.  Stability of Kalman filtering with Markovian packet losses , 2007, Autom..

[2]  Nicola Elia,et al.  Limitations of Linear Control Over Packet Drop Networks , 2011, IEEE Transactions on Automatic Control.

[3]  Tamer Basar,et al.  Optimal control of dynamical systems over unreliable communication links , 2004 .

[4]  K. Poolla,et al.  Optimal Linear LQG Control Over Lossy Networks Without Packet Acknowledgment , 2006, Proceedings of the 45th IEEE Conference on Decision and Control.

[5]  J.P. Hespanha,et al.  Estimation under uncontrolled and controlled communications in Networked Control Systems , 2005, Proceedings of the 44th IEEE Conference on Decision and Control.

[6]  Peter Seiler,et al.  Estimation with lossy measurements: jump estimators for jump systems , 2003, IEEE Trans. Autom. Control..

[7]  Andrea Goldsmith,et al.  Cross-layer Design of Control over Wireless Networks , 2005 .

[8]  Ling Shi,et al.  An Estimation Algorithm for a Class of Networked Control Systems Using UDP-Like Communication Schemes , 2006, Proceedings of the 45th IEEE Conference on Decision and Control.

[9]  Bruno Sinopoli,et al.  LQG CONTROL WITH MISSING OBSERVATION AND CONTROL PACKETS , 2005 .

[10]  Nicola Elia,et al.  Remote stabilization over fading channels , 2005, Syst. Control. Lett..

[11]  S. Sastry,et al.  An LQG Optimal Linear Controller for Control Systems with Packet Losses , 2005, Proceedings of the 44th IEEE Conference on Decision and Control.

[12]  Bruno Sinopoli,et al.  Foundations of Control and Estimation Over Lossy Networks , 2007, Proceedings of the IEEE.

[13]  H. Witsenhausen A Counterexample in Stochastic Optimum Control , 1968 .

[14]  Andrea J. Goldsmith,et al.  Ieee Copyright Statement: Lqg Control for Distributed Systems over Tcp-like Erasure Channels , 2022 .

[15]  Richard M. Murray,et al.  Optimal LQG control across packet-dropping links , 2007, Syst. Control. Lett..