Title :
Switching between multiple performance criteria to improve performance
Author :
George, Kenny ; Prabhu, Shashank ; Suryanarayanan, S. ; Nagesh, T.B.
Author_Institution :
P.E.S. Centre for Intell. Syst., P.E.S. Inst. of Technol., Bangalore, India
Abstract :
A fundamental issue in model predictive control is the choice of the prediction and/or control horizon. Prior knowledge is often required. The transient performance is dependent on this choice. Moreover, a single choice is perhaps not the best option at all time instants. In this paper, we resolve the issue by introducing the novel idea of multiple performance criteria with switching. This method chooses automatically at every instant the best prediction and control horizon resulting in an improved transient response. The technique is then applied to the Shell benchmark control problem. We demonstrate that the tracking error is considerably reduced with lesser settling times.
Keywords :
control system analysis; predictive control; Shell benchmark control problem; control horizon; model predictive control; multiple performance criteria; settling times; transient performance; Adaptation models; Automata; ISO standards; Switches; Model predictive control; multiple performance criteria; switching;
Conference_Titel :
Control, Systems & Industrial Informatics (ICCSII), 2012 IEEE Conference on
Conference_Location :
Bandung
Print_ISBN :
978-1-4673-1022-2
DOI :
10.1109/CCSII.2012.6470464