Title :
On the estimation of a maximal Lyapunov function and domain of attraction determination via a genetic algorithm
Author :
Hamidi, Faiçal ; Jerbi, Houssem
Author_Institution :
Lab. d´´Etude et de Commande Autom. des Processus (LECAP), Ecole Polytech. de Tunisie, La Marsa
Abstract :
The stability and the domain of attraction of autonomous nonlinear systems are important properties to be determined. This paper aims at examining a computational method for estimating the domain of attraction of nonlinear system. This very method is based on the concept of a maximal Lyapunov function candidate. The studied algorithm yields a rational Lyapunov function candidate Vm where its the derivative must be negative in a small neighbourhood of the equilibrium. To maximize the region of attraction, one has to minimize the numerator coefficients of Vm. A serious problem of nonlinear optimisation has then occurred. Our main contribution in this work is to implement a genetic algorithm technique in order to determine a maximal Lyapunov function so that we can maximize the estimate of the attraction domain of controlled nonlinear systems. The proposed approach is applied to the well known Van der Pool oscillator. Interesting results are accordingly presented in a numerical simulation study.
Keywords :
Lyapunov methods; genetic algorithms; nonlinear control systems; relaxation oscillators; stability; Van der Pool oscillator; attraction determination; autonomous nonlinear system stability; genetic algorithm; maximal Lyapunov function estimation; nonlinear optimisation; rational Lyapunov function; Demultiplexing; Genetic algorithms; Glass; Lyapunov method; Optical fiber communication; Optical fibers; Optical filters; PIN photodiodes; Plasma temperature; Wavelength division multiplexing; Lyapunov function; domain of attraction; nonlinear systems; stability;
Conference_Titel :
Systems, Signals and Devices, 2009. SSD '09. 6th International Multi-Conference on
Conference_Location :
Djerba
Print_ISBN :
978-1-4244-4345-1
Electronic_ISBN :
978-1-4244-4346-8
DOI :
10.1109/SSD.2009.4956667