Title :
Brief paper: computing an invariance kernel with target by computing lyapunov-like functions
Author :
Zhikun She ; Bai Xue
Author_Institution :
Sch. of Math. & Syst. Sci., Beihang Univ., Beijing, China
Abstract :
Reachability analysis and viability theory play an important role in control synthesis and trajectory analysis of constrained dynamical systems, many methods are known for computing them in low-dimensional non-linear systems, but these well-known methods rely on gridding the state space and hence suffer from the curse of dimensionality. In this study, for systems whose dynamics are described by polynomials, a method based on semi-definite programming is proposed to estimate an invariance kernel with target as large as possible by iteratively searching for Lyapunov-like functions. The proposed methodology is scalable, since the size of the semi-definite programming problem to be solved grows linearly with the system dimension. We test the method on two interesting examples and compare them with some existing methods, the results show that our method is more efficient.
Keywords :
Lyapunov methods; control system synthesis; mathematical programming; nonlinear dynamical systems; reachability analysis; Lyapunov-like functions; constrained dynamical systems; control synthesis; invariance kernel; low-dimensional non-linear systems; polynomials; reachability analysis; semi-definite programming problem; trajectory analysis; viability theory;
Journal_Title :
Control Theory & Applications, IET
DOI :
10.1049/iet-cta.2013.0275