Title :
Performance improvement in MPC with time-varying horizon via switching
Author :
Prabhu, Shashank ; George, Kenny
Author_Institution :
Dept. of Telecommun. Eng., PES Inst. of Technol., Bangalore, India
Abstract :
A crucial design parameter in model predictive control is the choice of the prediction horizon. Procedures to estimate this parameter are off-line and computationally intensive. Moreover, a single choice is perhaps not the best option at all time instants. We resolve this issue in this paper by a time-varying horizon achieved by switching betweenmultiple model predictive controllers. The stability of such an overall controller is discussed and the improvement in performance demonstrated.
Keywords :
parameter estimation; predictive control; stability; time-varying systems; MPC; crucial design parameter; model predictive controller; overall controller; parameter estimation; performance improvement; prediction horizon; stability; switching; time-varying horizon; Computational modeling; Optimal control; Robustness; Stability analysis; Switches; Uncertainty;
Conference_Titel :
Control & Automation (ICCA), 11th IEEE International Conference on
Conference_Location :
Taichung
DOI :
10.1109/ICCA.2014.6870915