Robust Periodic Economic Model Predictive Control using Probabilistic Set Invariance for Descriptor Systems

Abstract This paper proposes a robust periodic economic model predictive control (MPC) using probabilistic set invariance for discrete-time descriptor systems. The considered systems are affected by additive disturbances that are bounded and follow a zero-mean Gaussian distribution. To guarantee robustness of the proposed robust economic MPC, a probabilistic invariant set with a given probability is used to contract the state and input constraints. An auxiliary input variable is defined to satisfy algebraic equations from descriptor systems in presence of disturbances. Finally, an application of the proposed MPC strategy to a smart micro-grid is provided to illustrate the performance.

[1]  José A. De Doná,et al.  Probabilistic ultimate bounds and invariant sets for LTI systems with Gaussian disturbances , 2011, 2011 Australian Control Conference.

[2]  Jinfeng Liu,et al.  Economic Model Predictive Control of Wastewater Treatment Processes , 2015 .

[3]  Vicenç Puig,et al.  Real-time Monitoring and Operational Control of Drinking-Water Systems , 2017 .

[4]  Lorenz T. Biegler,et al.  Lyapunov stability of economically oriented NMPC for cyclic processes , 2011 .

[5]  José A. De Doná,et al.  Probabilistic set invariance and ultimate boundedness , 2012, Autom..

[6]  Lars Grüne,et al.  Economic model predictive control without terminal constraints for optimal periodic behavior , 2015, Autom..

[7]  J. M. Grosso,et al.  Single-layer economic model predictive control for periodic operation , 2014 .

[8]  David Q. Mayne,et al.  Robust model predictive control of constrained linear systems with bounded disturbances , 2005, Autom..

[9]  Vicenç Puig,et al.  Non-linear economic model predictive control of water distribution networks , 2017 .

[10]  Frank Allgöwer,et al.  On optimal system operation in robust economic MPC , 2018, Autom..

[11]  David Muñoz de la Peña,et al.  Periodic Economic Control of a Nonisolated Microgrid , 2015, IEEE Transactions on Industrial Electronics.

[12]  Daniel Limón,et al.  Robust economic model predictive control of a community micro-grid , 2016, 2016 IEEE 55th Conference on Decision and Control (CDC).

[13]  Chris Manzie,et al.  Robust periodic economic MPC for linear systems , 2015, Autom..

[14]  Vicenç Puig,et al.  Economic model predictive control based on a periodicity constraint , 2018, Journal of Process Control.

[15]  Frank Allgöwer,et al.  Robust economic Model Predictive Control using stochastic information , 2016, Autom..

[16]  David Q. Mayne,et al.  Model predictive control: Recent developments and future promise , 2014, Autom..

[17]  D. Muñoz de la Peña,et al.  Robust economic model predictive control of a community micro-grid ☆ , 2017 .