Title :
Infinite-Horizon Continuous-Time NMPC via Time Transformation
Author :
Wurth, Lynn ; Marquardt, Wolfgang
Author_Institution :
AVT-Process Syst. Eng., RWTH Aachen Univ., Aachen, Germany
Abstract :
In this note, a solution method is presented for nonlinear model-predictive control of open-loop stable systems on an infinite horizon. The proposed method first reformulates the infinite-horizon continuous-time problem by a time-coordinate transformation as a finite horizon problem and computes the solution after discretization of the control variables. This method aims to ensure stability without imposing a terminal constraint set. The adaptive discretization algorithm allows an efficient and accurate solution of the infinite-horizon problem with a moderate number of discrete decision variables. The time transformation function is adapted such that the important dynamics of the system can be captured and the control variables can be discretized appropriately. An illustrative case study is presented.
Keywords :
adaptive systems; continuous time systems; infinite horizon; nonlinear control systems; predictive control; stability; adaptive discretization algorithm; discrete decision variables; finite horizon problem; infinite-horizon continuous-time NMPC; nonlinear model-predictive control; open-loop stable systems; stability; system dynamics; time transformation function; time-coordinate transformation; Eigenvalues and eigenfunctions; Mathematical model; Optimal control; Optimization; Stability analysis; Steady-state; Trajectory; Adaptation; infinite horizon; nonlinear model-predictive control; stability;
Journal_Title :
Automatic Control, IEEE Transactions on
DOI :
10.1109/TAC.2014.2308605