The problem of simultaneous robust state and parameters estimation for a cl
ass of SISO non-linear systems under mixed uncertainties (unmodelled dynami
cs as well as observation noises) is addressed.
A non-linear variable structure robust 'observer-identifier' is introduced
to obtain the corresponding estimates. Lie derivative technique is used to
obtain the observability conditions for the equivalent extended non-linear
system. It is shown that, in general, the extended system can lose the glob
al observability property and a special procedure is needed to work well in
this situation. The suggested adaptive observer has the non-linear high-ga
in observer structure with adjusted parameters that provides 'a good' upper
bound for the identification error performance index. The van der Monde tr
ansformation is used to derive this bound which turns out to be tight. Thre
e examples dealing with a simple pendulum, the Duffing equation and the van
del Pol oscillator are considered to illustrate the effectiveness of the s
uggested approach. Copyright (C) 2001 John Wiley & Sons, Ltd.