Title :
Weight recentered barrier functions and smooth polytopic terminal set formulations for linear model predictive control
Author :
Feller, Christian ; Ebenbauer, Christian
Author_Institution :
Inst. for Syst. Theor. & Autom. Control, Univ. of Stuttgart, Stuttgart, Germany
Abstract :
In the context of barrier function based model predictive control, a suitable recentering of the underlying barrier functions is essential for ensuring stability properties of the closed-loop system. We present a novel method for the recentering of logarithmic barrier functions which can be applied to a wide class of problems. In contrast to existing approaches, the recentering is achieved by a suitable weighting of the respective barrier functions and does not involve any gradient terms. In addition, a new approach towards the design of stabilizing barrier function based linear MPC formulations with polytopic terminal sets is presented which demonstrates possible benefits of the new recentering procedure.
Keywords :
closed loop systems; gradient methods; linear systems; predictive control; stability; barrier function based model predictive control; closed-loop system; gradient term; linear MPC formulation; linear model predictive control; logarithmic barrier function; recentering procedure; smooth polytopic terminal set formulation; stability property; weight recentered barrier function; Asymptotic stability; Closed loop systems; Cost function; Optimal control; Predictive control; Stability analysis;
Conference_Titel :
American Control Conference (ACC), 2015
Conference_Location :
Chicago, IL
Print_ISBN :
978-1-4799-8685-9
DOI :
10.1109/ACC.2015.7170969