Title :
Local properties of economic NMPC, dissipativity and dynamic programming
Author :
Zanon, Mario ; Gros, Sebastien ; Diehl, Moritz
Author_Institution :
Dept. of Microsyst. Eng. IMTEK, Univ. of Freiburg, Freiburg, Germany
Abstract :
Classical model predictive control (MPC) implementations rely on a quadratic, positive definite cost function. In economic MPC on the contrary, the stage cost can be any generic function. Recent research has focused on establishing the conditions for stability of economic MPC where strict dissipativity has been shown to play an important role. In this paper, starting from the linear quadratic case and successively extending the analysis to the nonlinear case, we attempt at clarifying the relationship between strict dissipativity and the properties of the MPC optimal control problem.
Keywords :
dynamic programming; nonlinear control systems; predictive control; quadratic programming; MPC optimal control problem; classical model predictive control; dissipativity programming; dynamic programming; economic NMPC; generic function; linear quadratic case; local properties; nonlinear case analysis; positive definite cost function; Asymptotic stability; Economics; Lyapunov methods; Optimal control; Stability analysis; Steady-state; Trajectory;
Conference_Titel :
Decision and Control (CDC), 2014 IEEE 53rd Annual Conference on
Conference_Location :
Los Angeles, CA
Print_ISBN :
978-1-4799-7746-8
DOI :
10.1109/CDC.2014.7039810