Robustly stable economic NMPC for non-dissipative stage costs. (September 2017)

• Record Type: Journal Article
• Authors: Griffith, Devin W.; Zavala, Victor M.; Biegler, Lorenz T.
• Is Part Of: Journal of process control. Volume 57(2017)
• Page Start: 116
• Page End: 126
• Publication Date: 2017-09
• Subjects: Predictive control -- Economics -- Nonlinear control -- Robust stability; Process control -- Periodicals; Fabrication -- Contrôle -- Périodiques; Process control; Periodicals; Electronic journals; 660.281
• DOI: 10.1016/j.jprocont.2017.06.016
• Languages: English
• ISSNs: 0959-1524

Abstract

Highlights: Multi-objective formulation is developed that directly minimizes an economic objective while maintaining Lyapunov stability as a constraint. Optimization formulation is robust to disturbances and possesses an ISpS property. Flexibility afforded by this formulation leads to improved performance on non-dissipative systems. Abstract: We analyze the inherent robustness properties of an economic NMPC formulation in which the controller trades off rate of convergence and economic performance. We show that this controller is input-to-state practically stable under reasonable assumptions. Our formulation does not require dissipativity with respect to the stage costs being optimized, as is required by existing economic MPC formulations. Instead, our formulation enforces dissipation in the form of a Lyapunov inequality that is constructed by using traditional tracking cost terms. Consequently, the proposed approach can be applied to a wider range of systems. We also demonstrate that the controller provides high flexibility to optimize economic performance and remains robust in the face of disturbances.