Title :
Computation of continuous and piecewise affine Lyapunov functions by numerical approximations of the Massera construction
Author :
Bjornsson, Johann ; Giesl, Peter ; Hafstein, Sigurdur ; Kellett, Christopher M. ; Huijuan Li
Author_Institution :
Sch. of Sci. & Eng., Reykjavik Univ., Reykjavik, Iceland
Abstract :
The numerical construction of Lyapunov functions provides useful information on system behavior. In the Continuous and Piecewise Affine (CPA) method, linear programming is used to compute a CPA Lyapunov function for continuous nonlinear systems. This method is relatively slow due to the linear program that has to be solved. A recent proposal was to compute the CPA Lyapunov function based on a Lyapunov function in a converse Lyapunov theorem by Yoshizawa. In this paper we propose computing CPA Lyapunov functions using a Lyapunov function construction in a classic converse Lyapunov theorem by Massera. We provide the theory for such a computation and present several examples to illustrate the utility of this approach.
Keywords :
Lyapunov methods; approximation theory; continuous systems; linear programming; nonlinear control systems; CPA Lyapunov function; Massera construction; continuous and piecewise affine method; continuous nonlinear systems; converse Lyapunov theorem; linear programming; numerical approximations; piecewise affine Lyapunov functions; Asymptotic stability; Educational institutions; Extraterrestrial measurements; Linear programming; Lyapunov methods; Nonlinear systems; Vectors;
Conference_Titel :
Decision and Control (CDC), 2014 IEEE 53rd Annual Conference on
Conference_Location :
Los Angeles, CA
Print_ISBN :
978-1-4799-7746-8
DOI :
10.1109/CDC.2014.7040250