Title :
Nonlinear robust optimization of uncertainty affine dynamic systems under the L-infinity norm
Author :
Houska, Boris ; Diehl, Moritz
Author_Institution :
Optimization in Eng. Center (OPTEC), K. U. Leuven, Leuven-Heverlee, Belgium
Abstract :
In this paper, we discuss robust optimal control techniques for dynamic systems which are affine in the uncertainty. Here, the uncertainty is assumed to be time-dependent but bounded by an L-infinity norm. We are interested in finding a tight upper bound for the worst case excitation of the inequality state constraints requiring to solve a parameterized lower-level maximization problem. In this paper, we suggest to replace this lower level maximization problem by an equivalent minimization problem using a special version of modified Lyapunov equations. This new reformulation offers advantages for robust optimal control problems where the uncertainty is time-dependent, i.e. infinite dimensional, while the inequality state constraints need to be robustly regarded on the whole time horizon.
Keywords :
Lyapunov matrix equations; minimisation; nonlinear control systems; optimal control; uncertain systems; L-infinity norm; equivalent minimization problem; inequality state constraints; lower-level maximization problem; modified Lyapunov equations; nonlinear robust optimization; optimal control; uncertainty affine dynamic systems; Approximation methods; Cranes; Differential equations; Optimal control; Optimization; Robustness; Uncertainty;
Conference_Titel :
Computer-Aided Control System Design (CACSD), 2010 IEEE International Symposium on
Conference_Location :
Yokohama
Print_ISBN :
978-1-4244-5354-2
Electronic_ISBN :
978-1-4244-5355-9
DOI :
10.1109/CACSD.2010.5612793