Title :
A barrier function based continuous-time algorithm for linear model predictive control
Author :
Feller, Christian ; Ebenbauer, C.
Author_Institution :
Inst. for Syst. Theor. & Autom. Control, Univ. of Stuttgart, Stuttgart, Germany
Abstract :
In this paper, we present a novel linear model predictive control (MPC) scheme that relies on a continuous-time, barrier function based algorithm which asymptotically tracks the solution of a time-varying open-loop optimal control problem. In particular, the control input is obtained as the sampled output of a continuous-time dynamical system and no iterative optimization algorithm is needed in the on-line implementation. In addition, we present a new approach towards stabilizing MPC based on gradient recentered logarithmic barrier functions that allows enlargement of the employed terminal set.
Keywords :
continuous time systems; iterative methods; linear systems; optimisation; predictive control; time-varying systems; MPC; barrier function; continuous time algorithm; continuous time dynamical system; iterative optimization algorithm; linear model predictive control; time varying open loop optimal control problem; Asymptotic stability; Ellipsoids; Heuristic algorithms; Optimal control; Optimization; Stability analysis; Standards;
Conference_Titel :
Control Conference (ECC), 2013 European
Conference_Location :
Zurich