F. Blanchini et S. Miani, A new class of universal Lyapunov functions for the control of uncertain linear systems, IEEE AUTO C, 44(3), 1999, pp. 641-647
In this paper, the authors analyze the problem of synthesizing a state feed
back control for the class of uncertain continuous-time linear systems affe
cted by time-varying memoryless parametric uncertainties. They consider as
candidate Lyapunov functions the elements of the class Sigma(p)(z), which i
s formed by special homogeneous positive definite functions. show that this
class is universal in the sense that a Lyapunov function exists if and onl
y if there exists a Lyapunov function in Sigma(p)(z). They prove this resul
t in a constructive way, showing that such Lyapunov function can always be
obtained by "smoothing" a polyhedral function for which construction algori
thms are available. The authors show that unlike the polyhedral Lyapunov fu
nctions, these functions allow us to derive explicit formulas for the stabi
lizing controller.