Sporadic event-based control using path constraints and moments

Control is traditionally applied using periodic sensing and actuation. In some applications, it is beneficial to use instead event based control, to communicate or make a change only when necessary. There are no known general closed form solutions to such event based control problems. We consider stationary event-based control problems with mixed continuous/discrete time dynamics and stochastic disturbances. The system is modelled by a set of path constraints, which are converted into constraints on trajectories' moments up to some order N; upper and lower bounds on the control objective for any system that meets the constraints are derived using sum-of-squares techniques and convex semidefinite programming. Joint optimization of upper bound and controller parameters is non-convex in general; approaches to such controller optimization are investigated, including local optimization using bilinear matrix inequalities. Examples show that the bounds are significantly tighter than earlier results obtained using quadratic value functions.

[1]  Paulo Tabuada,et al.  Event-Triggered Real-Time Scheduling of Stabilizing Control Tasks , 2007, IEEE Transactions on Automatic Control.

[2]  Moritz Diehl,et al.  Discrete-time stochastic optimal control via occupation measures and moment relaxations , 2009, Proceedings of the 48h IEEE Conference on Decision and Control (CDC) held jointly with 2009 28th Chinese Control Conference.

[3]  K. Åström,et al.  Comparison of Periodic and Event Based Sampling for First-Order Stochastic Systems , 1999 .

[4]  Anton Cervin,et al.  Sporadic event-based control of first-order linear stochastic systems , 2008, Autom..

[5]  M. K. Ghosh,et al.  Discrete-time controlled Markov processes with average cost criterion: a survey , 1993 .

[6]  Maben Rabi,et al.  Packet based Inference and Control , 2006 .

[7]  Pablo A. Parrilo,et al.  Nonlinear control synthesis by convex optimization , 2004, IEEE Transactions on Automatic Control.

[8]  W. P. M. H. Heemels,et al.  Analysis of event-driven controllers for linear systems , 2008, Int. J. Control.

[9]  Peter J Seiler,et al.  SOSTOOLS and its control applications , 2005 .

[10]  Karl Henrik Johansson,et al.  Optimal stopping for event-triggered sensing and actuation , 2008, 2008 47th IEEE Conference on Decision and Control.

[11]  W. P. M. H. Heemels,et al.  Case Studies in Event-Driven Control , 2007, HSCC.

[12]  Xiaofeng Wang,et al.  Self-Triggered Feedback Control Systems With Finite-Gain ${\cal L}_{2}$ Stability , 2009, IEEE Transactions on Automatic Control.

[13]  Randy Cogill,et al.  Event-based control using quadratic approximate value functions , 2009, Proceedings of the 48h IEEE Conference on Decision and Control (CDC) held jointly with 2009 28th Chinese Control Conference.

[14]  P.R. Kumar,et al.  Interrupt-based feedback control over a shared communication medium , 2002, Proceedings of the 41st IEEE Conference on Decision and Control, 2002..

[15]  T. Başar,et al.  Optimal Estimation with Limited Measurements , 2005, Proceedings of the 44th IEEE Conference on Decision and Control.