COMPUTATIONAL-COMPLEXITY OF LYAPUNOV STABILITY ANALYSIS PROBLEMS FOR A CLASS OF NONLINEAR-SYSTEMS

Citation
Mw. Mcconley et al., COMPUTATIONAL-COMPLEXITY OF LYAPUNOV STABILITY ANALYSIS PROBLEMS FOR A CLASS OF NONLINEAR-SYSTEMS, SIAM journal on control and optimization (Print), 36(6), 1998, pp. 2176-2193
Citations number
32
Categorie Soggetti
Mathematics,"Robotics & Automatic Control",Mathematics,"Robotics & Automatic Control
ISSN journal
03630129
Volume
36
Issue
6
Year of publication
1998
Pages
2176 - 2193
Database
ISI
SICI code
0363-0129(1998)36:6<2176:COLSAP>2.0.ZU;2-K
Abstract
Nonlinear control systems can be stabilized by constructing control Ly apunov functions and computing the regions of state space over which s uch functions decrease along trajectories of the closed-loop system un der an appropriate control law. This paper analyzes the computational complexity of these procedures for two classes of control Lyapunov fun ctions. The systems considered are those which are nonlinear in only a few state variables and which may be affected by control constraints and bounded disturbances. This paper extends previous work by the auth ors, which develops a procedure for stability analysis for these syste ms whose computational complexity is exponential only in the dimension of the ''nonlinear'' states and polynomial in the dimension of the re maining states. The main results are illustrated by a numerical exampl e for the case of purely quadratic control Lyapunov functions.