Event-triggered intermittent sampling for nonlinear model predictive control

In this paper, we propose a new aperiodic formulation of model predictive control for nonlinear continuous-time systems. Unlike earlier approaches, we provide event-triggered conditions without using the optimal cost as a Lyapunov function candidate. Instead, we evaluate the time interval when the optimal state trajectory enters a local set around the origin. The obtained event-triggered strategy is more suitable for practical applications than the earlier approaches in two directions. First, it does not include parameters (e.g., Lipschitz constant parameters of stage and terminal costs) which may be a potential source of conservativeness for the event-triggered conditions. Second, the event-triggered conditions are necessary to be checked only at certain sampling time instants, instead of continuously. This leads to the alleviation of the sensing cost and becomes more suitable for practical implementations under a digital platform. The proposed event-triggered scheme is also validated through numerical simulations.

[1]  Dimos V. Dimarogonas,et al.  Time-constrained event-triggered Model Predictive Control for nonlinear continuous-time systems , 2015, 2015 54th IEEE Conference on Decision and Control (CDC).

[2]  Matthias Althoff,et al.  Reachability analysis of nonlinear systems with uncertain parameters using conservative linearization , 2008, 2008 47th IEEE Conference on Decision and Control.

[3]  H. ChenT,et al.  A Quasi-Infinite Horizon Nonlinear Model Predictive Control Scheme with Guaranteed Stability * , 1998 .

[4]  S. Joe Qin,et al.  A survey of industrial model predictive control technology , 2003 .

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

[6]  Karl Worthmann,et al.  Stability and feasibility of state constrained MPC without stabilizing terminal constraints , 2014, Syst. Control. Lett..

[7]  Dimos V. Dimarogonas,et al.  Self-triggered Model Predictive Control for continuous-time systems: A multiple discretizations approach , 2016, 2016 IEEE 55th Conference on Decision and Control (CDC).

[8]  P. Cochat,et al.  Et al , 2008, Archives de pediatrie : organe officiel de la Societe francaise de pediatrie.

[9]  W. P. M. H. Heemels,et al.  Model-based periodic event-triggered control for linear systems , 2013, Autom..

[10]  William B. Dunbar,et al.  Distributed receding horizon control for multi-vehicle formation stabilization , 2006, Autom..

[11]  Kostas J. Kyriakopoulos,et al.  A self-triggered Model Predictive Control framework for the cooperation of distributed nonholonomic agents , 2013, 52nd IEEE Conference on Decision and Control.

[12]  W. P. M. H. Heemels,et al.  Rollout Event-Triggered Control: Beyond Periodic Control Performance , 2014, IEEE Transactions on Automatic Control.

[13]  BrunnerFlorian David,et al.  Robust self-triggered MPC for constrained linear systems , 2016 .

[14]  Wpmh Maurice Heemels,et al.  Self-triggered MPC for constrained linear systems and quadratic costs , 2012 .

[15]  D. Mayne,et al.  Robust receding horizon control of constrained nonlinear systems , 1993, IEEE Trans. Autom. Control..

[16]  Riccardo Scattolini,et al.  Model predictive control of continuous-time nonlinear systems with piecewise constant control , 2004, IEEE Transactions on Automatic Control.

[17]  William B. Dunbar,et al.  Distributed Receding Horizon Control of Dynamically Coupled Nonlinear Systems , 2007, IEEE Transactions on Automatic Control.

[18]  Karl Henrik Johansson,et al.  Event-triggered model predictive control of discrete-time linear systems subject to disturbances , 2013, 2013 European Control Conference (ECC).

[19]  Paulo Tabuada,et al.  Self-triggered linear quadratic control , 2014, Autom..

[20]  Frank Allgöwer,et al.  A quasi-infinite horizon nonlinear model predictive control scheme with guaranteed stability , 1997, 1997 European Control Conference (ECC).

[21]  Koichi Kobayashi,et al.  Self-triggered model predictive control with delay compensation for networked control systems , 2012, IECON 2012 - 38th Annual Conference on IEEE Industrial Electronics Society.

[22]  Panagiotis D. Christofides,et al.  Lyapunov-Based Model Predictive Control of Nonlinear Systems Subject to Data Losses , 2007, IEEE Transactions on Automatic Control.

[23]  Paulo Tabuada,et al.  Periodic event-triggered control for nonlinear systems , 2013, 52nd IEEE Conference on Decision and Control.

[24]  Frank Allgöwer,et al.  Inherent robustness properties of quasi-infinite horizon nonlinear model predictive control , 2014, Autom..

[25]  Huiping Li,et al.  Event-triggered robust model predictive control of continuous-time nonlinear systems , 2014, Autom..

[26]  W. P. M. H. Heemels,et al.  Output-Based Event-Triggered Control With Guaranteed ${\cal L}_{\infty}$-Gain and Improved and Decentralized Event-Triggering , 2012, IEEE Transactions on Automatic Control.

[27]  Dimos V. Dimarogonas,et al.  Distributed aperiodic model predictive control for multi-agent systems , 2015 .

[28]  Dimos V. Dimarogonas,et al.  Self-Triggered Model Predictive Control for Nonlinear Input-Affine Dynamical Systems via Adaptive Control Samples Selection , 2016, IEEE Transactions on Automatic Control.

[29]  Dimos V. Dimarogonas,et al.  Event-triggered control for discrete-time systems , 2010, Proceedings of the 2010 American Control Conference.

[30]  Dimos V. Dimarogonas,et al.  Novel event-triggered strategies for Model Predictive Controllers , 2011, IEEE Conference on Decision and Control and European Control Conference.

[31]  W. P. M. H. Heemels,et al.  Robust self-triggered MPC for constrained linear systems , 2014, 2014 European Control Conference (ECC).

[32]  P. Olver Nonlinear Systems , 2013 .

[33]  Jürgen Pannek,et al.  A networked unconstrained nonlinear MPC scheme , 2009, 2009 European Control Conference (ECC).

[34]  Daniel E. Quevedo,et al.  Self-Triggered Model Predictive Control for Network Scheduling and Control , 2012 .

[35]  Paulo Tabuada,et al.  An introduction to event-triggered and self-triggered control , 2012, 2012 IEEE 51st IEEE Conference on Decision and Control (CDC).

[36]  David Q. Mayne,et al.  Robust model predictive control using tubes , 2004, Autom..

[37]  W. P. M. H. Heemels,et al.  Resource-aware MPC for constrained nonlinear systems: A self-triggered control approach , 2015, Syst. Control. Lett..

[38]  Wpmh Maurice Heemels,et al.  Communication Scheduling in Robust Self-Triggered MPC for Linear Discrete-Time Systems , 2015 .

[39]  W. P. M. H. Heemels,et al.  Robust self-triggered MPC for constrained linear systems: A tube-based approach , 2016, Autom..

[40]  Rolf Findeisen,et al.  Event-based model predictive control for Networked Control Systems , 2009, Proceedings of the 48h IEEE Conference on Decision and Control (CDC) held jointly with 2009 28th Chinese Control Conference.

[41]  Dimos V. Dimarogonas,et al.  Self-triggered Model Predictive Control for nonholonomic systems , 2013, 2013 European Control Conference (ECC).