Title :
On non-asymptotic observation of nonlinear systems
Author :
Reger, Johann ; Ramirez, H.S. ; Fliess, Michel
Author_Institution :
institute of measurement and automation at the Universität der Bundeswehr München, Werner-Heisenberg-Weg 39, 85579 Neubiberg, Germany. Phone: +49(0)8960043986, reger@ieee.org.
Abstract :
In this contribution, we use the so-called algebraic derivative method for a non-asymptotic state observation of nonlinear SISO systems. We derive a general formula of a time-varying filter that allows a non-model-based, quasiinstantaneous estimation of time derivatives of arbitrary analog time signals. The estimates are based on integrals of measured signals alone. For preserving accuracy, the estimation process has to be re-initialized after some period of time. Besides resetting the estimation time-interval equidistantly, estimated absolute error bounds and integral error bounds are also used for improving the efficiency of the estimation process. As an example, we use Chen’s chaotic oscillator to illustrate the velocity and the robustness of our observation method with respect to uncertainty of initial values and uniformly distributed measurement noise.
Keywords :
Chaos; Filters; Integral equations; Noise measurement; Noise robustness; Nonlinear systems; Observability; Observers; Signal analysis; State estimation;
Conference_Titel :
Decision and Control, 2005 and 2005 European Control Conference. CDC-ECC '05. 44th IEEE Conference on
Print_ISBN :
0-7803-9567-0
DOI :
10.1109/CDC.2005.1582824