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
fDate :
6/1/2003 12:00:00 AM
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;
Journal_Title :
Automatic Control, IEEE Transactions on
DOI :
10.1109/TAC.2003.812817