Title :
Handling computational delay in economic model predictive control of nonlinear process systems
Author :
Ellis, Matthew ; Christofides, Panagiotis D.
Author_Institution :
Dept. of Chem. & Biomol. Eng., Univ. of California, Los Angeles, Los Angeles, CA, USA
Abstract :
An implementation strategy for closed-loop stability of nonlinear systems under real-time Lyapunov-based economic model predictive control (LEMPC) with potentially unknown and time-varying delay is considered. To address closed-loop stability (in the sense of boundedness of the closed-loop state in a compact state-space set), the strategy features a triggered evaluation of the LEMPC optimization problem to compute an input trajectory over a finite-time prediction horizon in advance. At each sampling period, stability conditions must be satisfied for the precomputed LEMPC control action to be applied to the closed-loop system. If the stability conditions are not satisfied, a backup explicit stabilizing controller is applied over the sampling period. The real-time LEMPC scheme is applied to a chemical process network example to demonstrate closed-loop stability and closed-loop economic performance improvement over the economic performance achieved for operation at the economically optimal steady-state.
Keywords :
Lyapunov methods; chemical industry; closed loop systems; delays; nonlinear control systems; optimisation; predictive control; stability; time-varying systems; chemical process network; closed- loop state; closed-loop economic performance improvement; closed-loop stability; computational delay; economic model predictive control; finite-time prediction horizon; nonlinear process system; real-time LEMPC optimization problem; real-time Lyapunov-based economic model predictive control; sampling period; time-varying delay; Delays; Economics; Optimization; Process control; Real-time systems; Stability analysis; Trajectory;
Conference_Titel :
American Control Conference (ACC), 2015
Conference_Location :
Chicago, IL
Print_ISBN :
978-1-4799-8685-9
DOI :
10.1109/ACC.2015.7171185