Economic MPC of nonlinear systems with nonmonotonic Lyapunov functions and its application to HVAC control

This paper proposes a Lyapunov-based economic MPC scheme for nonlinear sytems with non-monotonic Lyapunov functions. Relaxed Lyapunov-based constraints are used in the MPC formulation to improve the economic performance. These constraints will enforce a Lyapunov decrease after every few steps. Recursive feasibility and asymptotical convergence to the steady state can be achieved using Lyapunov-like stability analysis. The proposed economic MPC can be applied to minimize energy consumption in HVAC control of commercial buildings. The Lyapunov-based constraints in the online MPC problem enable the tracking of the desired set-point temperature. The performance is demonstrated by a virtual building composed of two adjacent zones.

[1]  Patrizio Colaneri,et al.  Stability and Stabilization of Continuous-Time Switched Linear Systems , 2006, SIAM J. Control. Optim..

[2]  David Angeli,et al.  Convergence in economic model predictive control with average constraints , 2014, Autom..

[3]  Peter Seiler,et al.  Stability of uncertain systems using Lyapunov functions with non-monotonic terms , 2017, Autom..

[4]  Prabir Barooah,et al.  Issues in identification of control-oriented thermal models of zones in multi-zone buildings , 2012, 2012 IEEE 51st IEEE Conference on Decision and Control (CDC).

[5]  Philip Haves,et al.  Model predictive control for the operation of building cooling systems , 2010, Proceedings of the 2010 American Control Conference.

[6]  Lei Wang,et al.  On stability of multiobjective NMPC with objective prioritization , 2015, Autom..

[7]  David Angeli,et al.  On Average Performance and Stability of Economic Model Predictive Control , 2012, IEEE Transactions on Automatic Control.

[8]  Panagiotis D. Christofides,et al.  On finite-time and infinite-time cost improvement of economic model predictive control for nonlinear systems , 2014, Autom..

[9]  V. Zavala A Multiobjective Optimization Perspective on the Stability of Economic MPC , 2015 .

[10]  Amir Ali Ahmadi,et al.  On higher order derivatives of Lyapunov functions , 2011, Proceedings of the 2011 American Control Conference.

[11]  Lorenz T. Biegler,et al.  On the implementation of an interior-point filter line-search algorithm for large-scale nonlinear programming , 2006, Math. Program..

[12]  Amir Ali Ahmadi,et al.  Non-monotonic Lyapunov functions for stability of discrete time nonlinear and switched systems , 2008, 2008 47th IEEE Conference on Decision and Control.

[13]  David Angeli,et al.  Fundamentals of economic model predictive control , 2012, 2012 IEEE 51st IEEE Conference on Decision and Control (CDC).

[14]  Manfred Morari,et al.  Use of model predictive control and weather forecasts for energy efficient building climate control , 2012 .

[15]  MengChu Zhou,et al.  Model predictive control for HVAC systems — A review , 2013, 2013 IEEE International Conference on Automation Science and Engineering (CASE).

[16]  Patrizio Colaneri,et al.  A Nonconservative LMI Condition for Stability of Switched Systems With Guaranteed Dwell Time , 2012, IEEE Transactions on Automatic Control.

[17]  Mahdi Shahbakhti,et al.  Exergy-based model predictive control for building HVAC systems , 2015, 2015 American Control Conference (ACC).

[18]  Manfred Morari,et al.  Model Predictive Climate Control of a Swiss Office Building: Implementation, Results, and Cost–Benefit Analysis , 2016, IEEE Transactions on Control Systems Technology.

[19]  Masood Dehghan,et al.  Discrete-time switching linear system with constraints: Characterization and computation of invariant sets under dwell-time consideration , 2012, Autom..

[20]  Defeng He,et al.  Economic MPC with a contractive constraint for nonlinear systems , 2016 .

[21]  Panagiotis D. Christofides,et al.  Economic model predictive control of nonlinear process systems using Lyapunov techniques , 2012 .

[22]  Alberto L. Sangiovanni-Vincentelli,et al.  Total and Peak Energy Consumption Minimization of Building HVAC Systems Using Model Predictive Control , 2012, IEEE Design & Test of Computers.

[23]  Yan Lu,et al.  A Hybrid Physics-Based and Data Driven Approach to Optimal Control of Building Cooling/Heating Systems , 2016, IEEE Transactions on Automation Science and Engineering.

[24]  David Q. Mayne,et al.  Correction to "Constrained model predictive control: stability and optimality" , 2001, Autom..

[25]  Karl Henrik Johansson,et al.  A hierarchical distributed MPC for HVAC systems , 2016, 2016 American Control Conference (ACC).

[26]  Lars Grüne,et al.  Economic receding horizon control without terminal constraints , 2013, Autom..

[27]  Francesco Borrelli,et al.  Analysis of local optima in predictive control for energy efficient buildings , 2013 .

[28]  Helen Durand,et al.  A tutorial review of economic model predictive control methods , 2014 .

[29]  Moritz Diehl,et al.  A Lyapunov Function for Economic Optimizing Model Predictive Control , 2011, IEEE Transactions on Automatic Control.

[30]  Jonathan Currie,et al.  Opti: Lowering the Barrier Between Open Source Optimizers and the Industrial MATLAB User , 2012 .

[31]  David Angeli,et al.  Economic optimization using model predictive control with a terminal cost , 2011, Annu. Rev. Control..