Title :
A positive definiteness preserving discretization method for Lyapunov differential equations
Author :
Gillis, Joris ; Diehl, Moritz
Author_Institution :
Optimization in Eng. Center (OPTEC), K.U. Leuven, Leuven-Heverlee, Belgium
Abstract :
Periodic Lyapunov differential equations can be used to formulate robust optimal periodic control problems for nonlinear systems. Typically, the added Lyapunov states are discretized in the same manner as the original states. This straightforward technique fails to guarantee conservation of positive-semidefiniteness of the Lyapunov matrix under discretization. This paper describes a discretization method, coined PDPLD, that does come with such a guarantee. The applicability is demonstrated at hand of a tutorial example, and is specifically suited for direct collocation methods.
Keywords :
Lyapunov matrix equations; Lyapunov methods; nonlinear control systems; nonlinear differential equations; optimal control; periodic control; robust control; Lyapunov matrix; Lyapunov state discretization method; PDPLD; direct collocation methods; nonlinear systems; periodic Lyapunov differential equations; positive-semidefiniteness; robust optimal periodic control problems; Covariance matrices; Differential equations; Optimal control; Polynomials; Robustness; Trajectory; Lyapunov differential equation; collocation; optimal control; robustification;
Conference_Titel :
Decision and Control (CDC), 2013 IEEE 52nd Annual Conference on
Conference_Location :
Firenze
Print_ISBN :
978-1-4673-5714-2
DOI :
10.1109/CDC.2013.6761121