DocumentCode
1219875
Title
General interpolation in MPC and its advantages
Author
Bacic, Marko ; Cannon, Mark ; Lee, Young Il ; Kouvaritakis, Basil
Author_Institution
Dept. of Eng. Sci., Univ. of Oxford, UK
Volume
48
Issue
6
fYear
2003
fDate
6/1/2003 12:00:00 AM
Firstpage
1092
Lastpage
1096
Abstract
Linear terminal control laws in model predictive control imply the need to compromise between performance and size of terminal region. A remedy allows the control law to vary with time, but requires very large online computation. Here, use is made of nonlinear terminal laws comprising an interpolation between predefined laws, each with its own precomputed terminal set. This reduces the online computation significantly, yet results in large terminal sets defined by the convex hull of invariant ellipsoids. The use of a different prediction class also produces significant benefits with respect to performance.
Keywords
computational complexity; interpolation; predictive control; time-varying systems; MPC; convex hull; interpolation; invariant ellipsoids; linear terminal control laws; model predictive control; online computation reduction; time-varying control; Constraint optimization; Cost function; Educational institutions; Ellipsoids; Interpolation; Linear matrix inequalities; Predictive control; Predictive models; Size control; Stability;
fLanguage
English
Journal_Title
Automatic Control, IEEE Transactions on
Publisher
ieee
ISSN
0018-9286
Type
jour
DOI
10.1109/TAC.2003.812817
Filename
1205211
Link To Document