Sampling multidimensional Wiener processes

In this paper, we formulate an optimal scheduling problem in continuous time for transmitting samples of a multidimensional Wiener process when there is a constraint on the communication between the observer and the estimator. We provide the optimal policy for both finite horizon and infinite horizon, and show that event-triggered sampling with constant threshold is optimal over infinite horizon when there is a hard constraint on the average frequency of communication.

[1]  J.P. Hespanha,et al.  Optimal communication logics in networked control systems , 2004, 2004 43rd IEEE Conference on Decision and Control (CDC) (IEEE Cat. No.04CH37601).

[2]  Albert N. Shiryaev,et al.  Optimal Stopping Rules , 2011, International Encyclopedia of Statistical Science.

[3]  K. Åström,et al.  Comparison of Riemann and Lebesgue sampling for first order stochastic systems , 2002, Proceedings of the 41st IEEE Conference on Decision and Control, 2002..

[4]  Richard M. Murray,et al.  On a stochastic sensor selection algorithm with applications in sensor scheduling and sensor coverage , 2006, Autom..

[5]  N. Harris STOCHASTIC CONTROL , 2011 .

[6]  Alʹbert Nikolaevich Shiri︠a︡ev,et al.  Optimal stopping rules , 1977 .

[7]  Sekhar Tatikonda,et al.  Control under communication constraints , 2004, IEEE Transactions on Automatic Control.

[8]  John S. Baras,et al.  Adaptive Sampling for Linear State Estimation , 2009, SIAM J. Control. Optim..

[9]  Damien Lamberton,et al.  Optimal stopping and American options , 2009 .

[10]  M. Athans On the Determination of Optimal Costly Measurement Strategies for Linear Stochastic Systems , 1972 .

[11]  Tamer Basar,et al.  Optimal Strategies for Communication and Remote Estimation With an Energy Harvesting Sensor , 2012, IEEE Transactions on Automatic Control.

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

[13]  T. Başar,et al.  Optimal Estimation over Channels with Limits on Usage , 2008 .

[14]  Michael Athans,et al.  1972 IFAC congress paper: On the determination of optimal costly measurement strategies for linear stochastic systems , 1972 .